{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 情绪指标\n",
    "\n",
    "什么是情绪指标？  \n",
    "情绪指标是以情感为基础的，可能在极端乐观和极端悲观之间来回摆动，正是这种极端乐观与极端悲观—而不是位于二者之间的时候—才有价值。  \n",
    "大部分投资者通常在市场处干顶端时最乐观，在市场处于底部时最悲观。  一般而言，大部分人越乐观或越悲观，对于判断股票市场的顶部或市场底部就越有意义。  \n",
    "\n",
    "投资者情绪(Investor Sentiment)，是行为金融学解释市场异象的主要理论基础之一。行为金融学认为，信念和偏好异质的投资者常常是非理性的，其心理因素在投资决策和市场演绎中起着重要作用，情绪的大幅度波动导致认知偏差和情绪偏差，从而放大乐观或悲观的情绪，并致使市场产生错误定价的现象，还有学者提出投资者情绪是影响资本资产定价的一个因子，即资产价格不仅取决于市场Beta，还受投资者情绪Beta的影响。\n",
    "\n",
    "学术界关于投资者情绪的定义不尽相同，一种简单笼统的定义是投资者对金融资产的一种乐观和悲观的看法或是投资者的一种投机倾向。而较为学术化的定义是投资者基于对资产未来现金流和投资风险的预期而形成的一种信念，但这一信念并不能完全反映当前已有的事实，不同投资者对同一资产可能会有不同的信念。然而，当投资者的情绪或信念具有较大的社会性或普遍性时，投资者的行为就会在互动机制作用下趋于一致，从而影响市场定价。\n",
    "\n",
    "和市场情绪相关的一个例子是国内A股市场存在较为明显的风格轮换特征，机构热衷于对风格的轮换规律进行研究并制定相应的投资策略，如通过行业动量来选择股票组合以获得超额市场收益。A股市场的风格轮换特性，从行为金融学角度的解释是由于投资者的趋势追逐特性所造成的。当某类风格的股票在某段时间内具有较好的走势时，趋势投资者会对该类风格保持乐观情绪并增加对该类风格资产的投资使得风格走势延续；但过度反应会使得该风格积累过多风险，最终发生反转，并使得市场热点转移到其他的风格资产上。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "投资者情绪的研究主要在于如何测度情绪以及基于情绪测度如何制定相应的交易策略。国外制定情绪指数的来源主要有两大类：一是通过直接调查投资者的情绪，包括问卷调查，多空调查等主观因素指标；另一种是采用市场交易公开的统计数据进行处理，即客观或间接指标。第一种主观因素指标虽然直接，但存在样本选择代表性以及问卷失真的问题；第二种间接指标综合考虑了多种因素，但也可能存在一些数据噪音。\n",
    "\n",
    "目前国内市场情绪的量化方法主要采用第二种方式，且集中在对于股票市场的情绪刻画上。中信证券的一份关于投资者情绪指数编制的报告中，提出通过五类指标构建投资者情绪的监控指标体系，具体包括：(1)市场整体类指标：整体市盈率、市净率、换手率；(2)市场结构类指标：上涨家数比下跌家数、小盘股相对大盘股的超额收益率等；(3)IPO系列指标：股票首发上市家数、新股上市首日涨幅；(4)封闭式基金折价率；(5)资金流动指标：A股账户净增加数。报告中的实证结果表明通过主成分分析法构建的投资者情绪指数，可以用来预测股市的大顶和大底。具体到投资策略上，当投资者情绪上升时，可以超配具有高的正情绪Beta的行业；当投资者情绪下降时，可以超配具有高的负情绪Beta行业。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 情绪指标ARBR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "情绪指标(BRAR)也称为人气意愿指标，起源于日本，其英文缩写亦可表示为ARBR。 由人气指标(AR)和意愿指标(BR)两个指标构成。 AR指标和BR指标都是以分析历史股价为手段的技术指标。\n",
    "\n",
    "金融市场上的每一个交易日都要进行多空力量的较量。正确、全面地反映每一个交易日或某一段时期内的多空双方力量的对比。在一个交易日或某一段时期，多空双方的优势是不断地交替着，双方都有可能在一定时期内佔据优势。\n",
    "\n",
    "如果一定时期内多方力量佔据优势，价格将会不断上升；如果一定时期内空方力量佔据优势，价格则会不断下跌；多空双方力量如果大致平衡，价格在会在某一区域内窄幅波动。\n",
    "\n",
    "BR是一种“情绪指标”，套句西方的分析观点，就是以“反市场心理”的立场为基础，当众人一窝蜂的买，市场上充斥着大大小小的好消息，报章杂志纷纷报道经济增长率大幅上扬，刹那间，前途似乎一片光明，此时，你应该断然离开市场。\n",
    "\n",
    "相反地，当群众已经对行情失望，市场一片看坏的声浪时，你应该毅然决然的进场默默承接。\n",
    "\n",
    "AR是一种“潜在动能”。由于开盘价乃是投资者经过一夜冷静思考后，共同默契的一个合理价格，那么，从开盘价向上推升至当日最高价之间，每超越一个价位都会损耗一分能量。当AR值升高至一定限度时，代表能量已经消耗殆尽，缺乏推升力道的股价，很快的就会面临反转的危机。\n",
    "\n",
    "相反地，价格从开盘之后并未向上冲高，自然就减少能量的损耗，相对的也就屯积保存了许多累积能量，这一股无形的潜能，随时都有可能在适当成熟的时机暴发出来。\n",
    "\n",
    "我们一方面观察BR的情绪温度，一方面追踪AR 能量的消长，以这个角度对待 BRAR的变化，体会价格的脉动，这是使用BRAR的最高境界。\n",
    "\n",
    "AR指标是反映市场当前情况下多空双方力量发展对比的结果。它是以当日的开盘价为基点。与当日最高价相比较，依固定公式计算出来的强弱指标。\n",
    "\n",
    "BR指标也是反映当前情况下多空双方力量争斗的结果。不同的是它是以前一日的收盘价为基础，与当日的最高价、最低价相比较，依固定公式计算出来的强弱指标。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BR代表人气指标，依反市场心理，当市场人气狂热时卖出，人气悲观时买进，AR代表股价气势指标，测量市场真实的潜在动能，籍由二者之间微妙的变化，提供买卖讯号。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BRAR指标的计算方法\n",
    "\n",
    "1、AR指标的计算方法\n",
    "\n",
    "AR指标是通过比较一段週期内的开盘价在该週期价格中的高低。从而反映市场买卖人气的技术指标。以计算週期为日为例，其计算公式为：\n",
    "\n",
    "N日AR=(N日内（H－O）之和除以N日内（O－L）之和)*100\n",
    "\n",
    "其中，H为当日最高价，L为当日最低价，O为当日收盘价，N为设定的时间参数，一般原始参数日设定为26日\n",
    "\n",
    "2、BR指标的计算方法\n",
    "\n",
    "BR指标是通过比较一段週期内的收盘价在该週期价格波动中的地位，来反映市场买卖意愿程度的技术指标。以计算週期为日为例，其计算公式为：\n",
    "\n",
    "N日BR=N日内（H－CY）之和除以N日内（CY－L）之和\n",
    "\n",
    "其中，H为当日最高价，L为当日最低价，CY为前一交易日的收盘价，N为设定的时间参数，一般原始参数日设定为26日。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 应用法则\n",
    "\n",
    "双方的分界线是100，100以上是多方优势，100以下是空方优势。  \n",
    "AR指标可以单独使用，但BR指标要与AR指标结合运用才更有效。  \n",
    "BR在70-150之间，市场处于盘整阶段，多方仅仅占优势；  \n",
    "AR在80-120之间，市场处于盘整阶段，不表示明显的趋势。  \n",
    "BR通常运行在AR上方，一旦BR跌破AR并在AR之下运行时，表明市场开始筑底，视为买进信号。\n",
    "BR快速上升，AR并未上升而是小幅下降或横盘，视为卖出信号。  \n",
    "\n",
    "\n",
    "买入信号：\n",
    "BR<40,AR<60: 空方力量较强，但随时可能反转上涨，考虑买进；\n",
    "\n",
    "卖出信号：\n",
    "BR>400,AR>180，多方力量极强，但随时可能反转下跌，考虑卖出。\n",
    "\n",
    "背离信号：\n",
    "AR、BR指标的曲线走势与股价K线图上的走势正好相反。\n",
    "\n",
    "顶背离：\n",
    "当股价K线图上的股票走势一峰比一峰高，股价一直向上涨，而AR、BR指标图上的走势却一峰比一峰低，说明出现顶背离，股价短期内将高位反转，是比较强烈的卖出信号。  \n",
    "\n",
    "底背离：\n",
    "当股价K线图上的股票走势一底比一底低，股价一直向下跌，而AR、BR指标图上的走势却一底比一底高，说明出现底背离，股价短期内将低位反转，是比较强烈的买入信号。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BRAR指标的讯号不如其他指标明确，许多关键点必须靠个人的领悟及自由心证，并且国际间各个不同市场，其BRAR高低档数据皆不尽相同，投资人初开始运用时颇费心思。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:02.809214Z",
     "start_time": "2019-05-02T09:11:56.159785Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import tushare as ts\n",
    "import talib as ta\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:04.850510Z",
     "start_time": "2019-05-02T09:12:04.814601Z"
    }
   },
   "outputs": [],
   "source": [
    "#引入TA-Lib库\n",
    "import talib as ta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:05.501855Z",
     "start_time": "2019-05-02T09:12:05.494873Z"
    }
   },
   "outputs": [],
   "source": [
    "#设置token\n",
    "token='e0eeb08befd1f07516df2cbf9cbd58663f77fd72f92a04f290291c9d'\n",
    "pro=ts.pro_api(token)\n",
    "\n",
    "index={'上证综指': '000001.SH',\n",
    "        '深证成指': '399001.SZ',\n",
    "        '沪深300': '000300.SH',\n",
    "        '创业板指': '399006.SZ',\n",
    "        '上证50': '000016.SH',\n",
    "        '中证500': '000905.SH',\n",
    "        '中小板指': '399005.SZ',\n",
    "        '上证180': '000010.SH'}\n",
    "\n",
    "#获取当前交易的股票代码和名称\n",
    "def get_code():\n",
    "    df = pro.stock_basic(exchange='', list_status='L')\n",
    "    codes=df.ts_code.values\n",
    "    names=df.name.values\n",
    "    stock=dict(zip(names,codes))\n",
    "    stocks=dict(stock,**index)\n",
    "    return stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:09.825854Z",
     "start_time": "2019-05-02T09:12:09.816893Z"
    }
   },
   "outputs": [],
   "source": [
    "#默认设定时间周期为当前时间往前推120个交易日\n",
    "#日期可以根据需要自己改动\n",
    "def get_data(code,n=120):\n",
    "    from datetime import datetime,timedelta\n",
    "    t=datetime.now()\n",
    "    t0=t-timedelta(n)\n",
    "    start=t0.strftime('%Y%m%d')\n",
    "    end=t.strftime('%Y%m%d')\n",
    "    #如果代码在字典index里，则取的是指数数据\n",
    "    if code in index.values():\n",
    "        df=pro.index_daily(ts_code=code,start_date=start, end_date=end)\n",
    "    #否则取的是个股数据\n",
    "    else:\n",
    "        df=pro.daily(ts_code=code, start_date=start, end_date=end)\n",
    "    #将交易日期设置为索引值\n",
    "    df.index=pd.to_datetime(df.trade_date)\n",
    "    df=df.sort_index()\n",
    "    #计算收益率\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:30.838544Z",
     "start_time": "2019-05-02T09:12:30.669145Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
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       "      <th>change</th>\n",
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       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
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       "      <th>trade_date</th>\n",
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       "    <tr>\n",
       "      <th>2019-04-24</th>\n",
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       "      <td>3203.5588</td>\n",
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       "    <tr>\n",
       "      <th>2019-04-25</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20190425</td>\n",
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       "      <td>3190.5851</td>\n",
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       "      <th>2019-04-26</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20190426</td>\n",
       "      <td>3086.3989</td>\n",
       "      <td>3108.1635</td>\n",
       "      <td>3129.2134</td>\n",
       "      <td>3085.8049</td>\n",
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       "      <th>2019-04-29</th>\n",
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       "      <td>20190429</td>\n",
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       "      <th>2019-04-30</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20190430</td>\n",
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       "      <td>3052.6223</td>\n",
       "      <td>3088.4074</td>\n",
       "      <td>3052.6223</td>\n",
       "      <td>3062.4985</td>\n",
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      "text/plain": [
       "              ts_code trade_date      close       open       high        low  \\\n",
       "trade_date                                                                     \n",
       "2019-04-24  000001.SH   20190424  3201.6137  3203.5588  3210.6508  3156.6070   \n",
       "2019-04-25  000001.SH   20190425  3123.8261  3190.5851  3193.7494  3123.0258   \n",
       "2019-04-26  000001.SH   20190426  3086.3989  3108.1635  3129.2134  3085.8049   \n",
       "2019-04-29  000001.SH   20190429  3062.4985  3090.6331  3107.7605  3050.0261   \n",
       "2019-04-30  000001.SH   20190430  3078.3389  3052.6223  3088.4074  3052.6223   \n",
       "\n",
       "            pre_close   change  pct_chg          vol       amount  \n",
       "trade_date                                                         \n",
       "2019-04-24  3198.5938   3.0199   0.0944  274872164.0  278410852.5  \n",
       "2019-04-25  3201.6137 -77.7876  -2.4296  325879129.0  309076083.7  \n",
       "2019-04-26  3123.8261 -37.4272  -1.1981  280873854.0  274776402.3  \n",
       "2019-04-29  3086.3989 -23.9004  -0.7744  292114886.0  289063278.9  \n",
       "2019-04-30  3062.4985  15.8404   0.5172  222302517.0  225498129.2  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=get_data('000001.SH')\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:35.921434Z",
     "start_time": "2019-05-02T09:12:35.805650Z"
    }
   },
   "outputs": [],
   "source": [
    "df['HO']=df.high-df.open\n",
    "df['OL']=df.open-df.low\n",
    "df['HCY']=df.high-df.close.shift(1)\n",
    "df['CYL']=df.close.shift(1)-df.low\n",
    "#计算AR、BR指标\n",
    "df['AR']=ta.SUM(df.HO, timeperiod=26)/ta.SUM(df.OL, timeperiod=26)*100\n",
    "df['BR']=ta.SUM(df.HCY, timeperiod=26)/ta.SUM(df.CYL, timeperiod=26)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:40.371502Z",
     "start_time": "2019-05-02T09:12:40.363524Z"
    }
   },
   "outputs": [],
   "source": [
    "#计算AR、BR指标\n",
    "def arbr(stock,n=120):\n",
    "    code=get_code()[stock]\n",
    "    df=get_data(code,n)[['open','high','low','close']]\n",
    "    df['HO']=df.high-df.open\n",
    "    df['OL']=df.open-df.low\n",
    "    df['HCY']=df.high-df.close.shift(1)\n",
    "    df['CYL']=df.close.shift(1)-df.low\n",
    "    #计算AR、BR指标\n",
    "    df['AR']=ta.SUM(df.HO, timeperiod=26)/ta.SUM(df.OL, timeperiod=26)*100\n",
    "    df['BR']=ta.SUM(df.HCY, timeperiod=26)/ta.SUM(df.CYL, timeperiod=26)*100\n",
    "    return df[['close','AR','BR']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:42.940136Z",
     "start_time": "2019-05-02T09:12:42.933158Z"
    }
   },
   "outputs": [],
   "source": [
    "#对价格和ARBR进行可视化\n",
    "def plot_arbr(stock,n=120): \n",
    "    df=arbr(stock,n)\n",
    "    df['close'].plot(color='r',figsize=(14,5))\n",
    "    plt.xlabel('')\n",
    "    plt.title(stock+'价格走势',fontsize=15)\n",
    "    df[['AR','BR']].plot(figsize=(14,5))\n",
    "    plt.xlabel('')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-04T13:12:03.634184Z",
     "start_time": "2019-04-04T13:12:02.143250Z"
    }
   },
   "outputs": [
    {
     "data": {
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MLrwQPv4Ynnqq9mKTopFRAmNmG5jZUDPrmOuARERERKSOmjkTlixZfwsMwDHHQLdu0QojUk6lCYyZtQeeAHYGxppZJzP7r5m9lDz65DxKERERESl+qQL+yhKYxo3hvPPg5Zfh7bdzH5cUlUxaYLYHLnD33wPPAj8BHnD3gcnj/ZxGKCIiIiJ1Q6YJDMDPfgZt26oVRr6n0gTG3V929/FmthfRCrMcONjM3jKzu8ysUc6jFBEREZHi9+GHsOGG0KFD5du2bg2nnw4PPQTTp+c+NikamdbAGHAssACYBAxx952BxsCBFWw/zMwmmNmEefPmZTNeERERESlWlRXwl3fOOdCwIdx8c+5ikqKTUQLj4UzgPaCLu3+VvDUB2KKC7Ue6e39379+pU6fsRSsiIiIixSk1Alkm3cdSunaF44+Hu+6Cb7/NXWxSVDIp4r/EzE5OXrYD/mxmfc2sIXA4MDmXAYqIiIhIHfDll7B4cdUSGIghlZctgxEj1r2Ne81ik6KSSQvMSOAkM3sFaAjsBdwPvAu84e4v5DA+EREREakLqlLAn2677WD//eHWW2HFioq3OfTQKPqXeqHSAnx3XwAMLbd6+9yEIyIiIiJ10ocfxrKqCQzARRfBPvvA/fd/P1H573/hiSdg881rHqMUhYxqYEREREREauSjj6BjxxiFrKoGDYJ+/eCPf4Q1a9Z+b9SoWE6fvu4WGqlTlMCIiIiISO5VtYA/nVm0wkyZEq0t6R58EBo0iMRm2rSaxykFTwmMiIiISH20ciUccwy88kruz1WdEcjKO/po6N4drr++bN20aTBxIpx4YrxO1dlInaYERkRERKQ+uv12GD0a/vWv3J9r7lxYsKBmCUzjxnD++TBuHIwfH+sefDCWl18erTAff1zzWKXgKYERERERqW8WLoTf/z6eT66FGTE++CCWVZnEsiKnnQZt28INN0SrzgMPwJ57RgH/ZpspgaknlMCIiIiI1DfXXQfz58fN/3vvfb8wPtveey+WffrU7DitW8PPfw7//jc88kgkLD/6UbzXu3f2Ehh3zS1TwJTAiIiIiNQns2fDzTfDCSdE7ch338GMGbk95+TJsPHG0KlTzY919tnQqBH8+MfQsGHUxkAkMFOnQmlpzc9x4olw4IE1P47khBIYERERkfrkiiuixeV3v4O+fWNdrruRTZ5cdq6a6tKlLPEaMqQsKerdOwYm+Pzzmh3/1Vfhn/+EMWM0LHOBUgIjIiIiUl989BHccw/84hfQo0fMcm+W2wSmpCTOu30W50G/8EJo0gROPbVsXe/esSzfjeyrrzLvIucex27QIOJ+993sxCtZpQRGREREpL649FJo1Qp+/et43bJlFMCnalRy4ZNPIhnIVgsMxGhmX38dw0CnVJTAzJwZxf333JPZcUeNgrfegquvjtdvvZWdeCWrlMCIiIiI1AfjxsFjj8Ell0DHjmXr+/bNbQtMKjnKZgsMxGhkZmu/3njjtROY0aOjW9mLL1Z+vJUrI8Hr0wd++Uvo2hXefDO7MUtWKIERERERqevcYyb7Ll3gvPPWfq9vX/jss6gpyYXJk6O711Zb5eb46Xr3Xnsyy1GjYplJInLHHVE/c/31MTjAzjsrgSlQSmBERERE6rpHHonJH6+6Clq0WPu9VMtIaq6WbHvvvZj/pXHj3Bw/XWooZfcYWe3NN6Ml5bPPYN68de+3YAH89rcwdCjst1+s22WX2O/bb3Mft1SJEhgRERGRumz16ugatfXWcMop338/1yORTZ6c/e5j67LNNtGS9OWX8NBDse53v4vl+lpTrrkmJve8/vqydbvsEkvVwRQcJTAiIiIiddndd8OUKXDttTF/Snndu0O7drlJYL7+GubMyW4B//qkF/KPGgU77gg//GF0CVtXAjNjBvzpT3DyyWvHudNOUWOjBKbgKIERERERqauWLo15X/bYAw49tOJtzKKFJBcjkeWqgH9dUgnMM89E4nHMMTHS2vbbRxe6ivz61/EZ/Pa3a69v3Tq6vqkOpuAogRERERGpq266KVpAhg9fe8Su8lIJTKbzpWQq1apTWwlM587RmjRiRLz+4Q9jucsukdCU//smToR//CMGNujW7fvH23nn2M89t3Hnypo1sGRJvqPIOiUwIiIiInXRvHmRuBx+OOy++/q37ds3bnRrOot9ee+9F0Mbd+qU3eOui1m0wixbBv37Q8+esX7XXWHx4piTJiU1MlvHjjFsckV22SWK+KdPz33s2eQOTz0V3eC6dIFvvsl3RFmlBEZERESkLvrd76IL2TXXVL5tqvYj293IJk+uvfqXlFQ3svRJLnfdNZbp3cieegrGjoXf/CbmkKlIqpC/mLqRTZwIe+0FBx0Ec+fGoAZPPJHvqLJKCYyIiIhIXTN9enSjOu20GH2sMttuCw0aZLeQv6Qk5mSpre5jKf36RdH+0UeXrdtii+halkpEVq+Giy+GzTeH009f97G23TaGnS6WBGbBAth/f/j007J5bbp1g0cfzXdkWVXBUBQiIiIiUtQuuyxGHLvyysy2b9EibvKzmcB88kkkMbXdAvOzn8HgwbDZZmXrGjSI1pRUC8w990Ry9dBDMcnmujRqFN2wimUksiuugPnz4Z13yj73Qw+Nv3f5cmjePL/xZYlaYERERETqkjlz4IEH4Nxzo/4hUzvumN2C9doegSyladOYD6a8XXeNyTrnzo1uY7vvDkceWfnxdt4ZJk2CMWPgww8Ld2LL99+PVpczzlg7aTz00KgJeuGF/MWWZRklMGa2gZkNNbOOuQ5IRERERGpgwoRYHnRQ1fYbODAmgJw2LTtxvPFGtG5stVV2jldTu+wSo3KdcEIkeddfv/6R2VIGDYKVK2HIENhuuyj6P+KIwiqMd4dzzolanquvXvu9gQOhTZs61Y2s0gTGzNoDTwA7A2PNrJOZ3WVmb5jZZTmPUEREREQyN3Fi3JjvsEPV9hs8OJYvvljzGKZNgzvvjEL6xo1rfrxs2HnnWI4ZA0cdVfnIbCkHHQRTp8bn8sADMW/MU09FK8fYsbmLtypGj4aXXoLf/x46dFj7vSZN4IAD4PHHobQ0L+FlWyYtMNsDF7j774FngcFAQ3ffDehpZlvkMkARERERqYKJE6Nwv1Wrqu3Xq1cUfNc0gXGP7mtNm8YwzoWiQwfYcsuoa8lkZLZ0W2wRLTHHHReju40fHxNd7rMPXHttbuLN1NKlcOGFkbD+7GcVb3PYYfD118UzGEElKk1g3P1ldx9vZnsRrTD7AaOSt58DBpTfx8yGmdkEM5swb968rAYsIiIiIuvxzjtRz1JVZtEKM3ZszSa0fOwxePppuOqqmAOmkFxxRdSJbFHD39/79YtE8YgjokUmn/PEXHstzJwJt94ao69V5IADInGrI93IMq2BMeBYYAHgwOzkrflA5/Lbu/tId+/v7v071dbERSIiIiL13dy5MHt2jJxVHYMHR23HBx9Ub/9ly6L1Zdtt4ayzqneMXDr++HW3UlRVy5aRNDRqBDfckJ1jVtX06VHLc/zxMOB7bQpl2rWLWpj6lMB4OBN4D9gdSI3B1irTY4iIiIhIjk2cGMvqJjCDBsWyut3Irr0WZsyA228vnNqXXOrSBU4+Ge6+O5LHTHz+Odx3HyxcWPPzX3BBJFCZdNU77DCYMiWGty5ymRTxX2JmJycv2wHXUtZtrC/wRW5CExEREZEqeeedWFa1gD+lW7foXjVmTNX3/eyzuJH+0Y9g772rd/5idNFFsGoV3HLLurcpKYGHH4b99oOePeHHP47hpV9+ufrnffbZaFG57DLo2rXy7Q87LLoJXndd9c9ZIDJpPRkJnGRmrwANgUeS1zcCxwBP5jA+EREREcnUxIlRqN6mTfWPMXhw3FivXl21/c49N1pd8tWdKl+23DJGNbvjDli8eO33PvsMLr00EsOjj4aPP47aoKeegmbNosXrl7+MBKgqVq2Kz3vzzeH88zPbp1u3iOVvf4NRoyrdvJBlUsS/wN2Huvte7v4Ld18EDATGA4OS1yIiIiKSbxMnVr/7WMrgwfDdd2Xd0TLx+OPw5JNw5ZVVmzyzrrjkEli0CP7yl0guRo+GoUMjwbj++phE88kno/vYb34TRfXvvAM//Wm0iJx9dtXOd+ut0R3s5ptjtLdMXXllDCc9bBj8979VO2cBMc/WbKvr0L9/f5+QmlBJRERERHJj3jzYcMO4Yb7wwuof5+uvoXNn+MMf4hf7yixfHkX7zZvDu+/Wj9qXigwdGklfo0ZxLTbdNBKUU09dfxevM86IVpGZMyGTwa+++iomB91rL3jiiarH+dln0cWwX78YcW5dI5flgZlNdPf+lW2nAnwRERGRuiBV/1LTFpgNN4Q+fTIv5B8+PFoWbrut/iYvEEM0r1oVo4E9/XQkCpnUp5xzDqxcCX/9a2bnufTS2P6mm6oXZ69e0d3t1VerPh9OgVACIyIiIlIXpLp89etX82MNHgzjxsGKFevfbvr0GHns2GPLRjCrrwYMgCVL4N//hv33z7xlY5ttYMiQSCpKSta/7RtvwL33xuhjNZnL5sQTY7CFt9+u2Zw/eaIERkRERKQueOed+HW9XbuaH+uggyJ5+dOf1r/deefFjXp9K9zPtnPOgVmz4JFH1r3NmjVRK9OlS0yeWRNmMfTzI49Ag+JLBxrlOwARERERyYKJE6NAOxuGDIlZ5n/zGzjkEOjd+/vbPPlkFO8PHw6bbJKd89ZXBx4Im20WCeMPf1i2fsaMmFh0+fLo0jdxIvz979CqVc3P2axZzY+RJ8WXcomIiIjI2r79Fr74oub1LylmMGJEzDZ/6qlQWrr2+ytWRKvB1lvHcL5SMw0bwllnRbe9SZPg009jaOYePaB/f9hzz6ix2XtvOP74fEebd2qBERERESl2kybFcscds3fMzp2jMP/44+HGG2PCxpTrr4/6lxdegCZNsnfO+uwnP4HLL4/alOnT43O94oq4ps2bx6N//0gu6zklMCIiIiLFLjVlRTYTGIDjjos5TS6/HNq2he7dY6SxP/whujrts092z1eftWsHp50WSeNpp8HVV8PGG+c7qoKkeWBEREREit3hh8cs71OmZP/Yc+fGL/+zZpWta9ECPvkkZneX7Fm1Kmpe6uNkoGQ+D4xaYERERESKmTuMHw/77Zeb43fuHDUZs2ZFMjN3brTEKHnJviZN6m3yUhVKYERERESK2YwZkVTsumvuztG0aQzR3KtX7s4hkiGNQiYiIiJSzMaPj2UuExiRAqIERkRERKSYjR8fI1T16ZPvSERqhRIYERERkWI2fjz84AfQSJUBUj8ogREREREpVitXxhww6j4m9YgSGBEREZFi9e67MfSuEhipR5TAiIiIiBSrVAH/LrvkNw6RWqQERkRERKRYjR8f87Fo7hCpR5TAiIiIiBSr8ePVfUzqHSUwIiIiIsVozhz44gslMFLvKIERERERKUZvvhlLJTBSz1Q6YLiZtQUeBBoCS4FjgU+B6ckmZ7v7+zmLUERERES+b/x4aNwY+vXLdyQitSqTFpgTgBvdfV9gDvBL4AF3H5g8lLyIiIiI1LY33oC+faF583xHIlKrKk1g3P0Od38+edkJWA0cbGZvmdldZqZpX0VERERq06pV0YVswIB8RyJS6zKugTGz3YD2wPPAEHffGWgMHJij2ERERESkIhMmwIoVsOee+Y5EpNZl1HpiZhsAtwJHAXPcfWXy1gRgiwq2HwYMA+jevXt2IhURERGR8OqrsVQCI/VQpS0wZtYEGA1c6u4zgPvNrK+ZNQQOByaX38fdR7p7f3fv36lTp6wHLSIiIlKvvfIKbL016D5L6qFMupCdBuwI/NrMXgI+BO4H3gXecPcXcheeiIiIiKyltBReew322ivfkYjkRaVdyNx9BDCi3OqrchOOiIiIiKzX++/DokXqPib1liayFBERESkmqfoXtcBIPaUERkRERKSYvPIKdO8eD5F6SAmMiIiISLFwjxYYdR+TekwJjIiIiEixmDYN5s5V9zGp15TAiIiIiBQLzf8iogRGREREpGi88gp07BhzwIjUU0pgRERERIpFqv7FLN+RiOSNEhgRERGRYjBzJnz+ubqPSb2nBEZERESkGLwK8Ti3AAAgAElEQVT4YiwHD85vHCJ5pgRGREREpBi88AJ06gR9+uQ7EpG8UgIjIiIiUujcYcyYaH1poNs3qd/0L0BERESk0H38MXz1FQwZku9IRPJOCYyIiIhIoXvhhVgqgRFRAiMiIiJS8MaMgZ49oUePfEcikndKYEREREQK2erVMHasWl9EEkpgRERERArZ22/Dd98pgRFJKIERERERKWRjxsRy0KD8xiFSIJTAiIiIiBSyF16Afv2gY8d8RyJSEJTAiIiIiBSqpUvhjTfUfUwkjRIYERERkUI1bhysWgX77JPvSEQKhhIYERERkUK0ZAn8+tfQujUMGJDvaEQKRqN8ByAiIiIi5axeDT/6EUyaBI8+Ci1b5jsikYKhBEZERESkkLjDOefAE0/AiBFw8MH5jkikoFTahczM2prZ02b2nJn9x8yamNldZvaGmV1WG0GKiIiI1Bs33BCJy8UXwxln5DsakYKTSQ3MCcCN7r4vMAc4Dmjo7rsBPc1si1wGKCIiIlJvjBoVicuxx8I11+Q7GpGCVGkXMne/I+1lJ+BE4Obk9XPAAGBa9kMTERERqUfGjYOTToqC/b/9DRporCWRimT8L8PMdgPaAzOB2cnq+UDnCrYdZmYTzGzCvHnzshKoiIiISJ01ZQocdhj06AGPPALNmuU7IpGClVECY2YbALcCPwGWAM2Tt1pVdAx3H+nu/d29f6dOnbIVq4iIiEjd8/XXcMAB0LAhPP00dOiQ74hEClomRfxNgNHApe4+A5hIdBsD6At8kbPoREREROqyZcvgkENgzhx4/HHo2TPfEYkUvExaYE4DdgR+bWYvAQacZGY3AscAT+YuPBEREZE6qrQUTjgB3n4bHngAdtkl3xGJFIVMivhHACPS15nZY8BQYLi7L8pRbCIiIiJ11wUXRL3LLbdE/YuIZKRaE1m6+wJgVJZjEREREakfbr8d/vQnOP/8mLRSRDKm8flEREREatNbb0XicvDBMWmliFSJEhgRERGR2jJ/PhxzDHTpAvfeq7leRKqhWl3IRERERKSK3OGUU+DLL2PSyg02yHdEIkVJCYyIiIhIbbjxxhgq+ZZbYOed8x2NSNFSu6WIiIhIri1fDldeGXO+nH12vqMRKWpKYERERERy7ZlnYMmSGHHMLN/RiBQ1JTAiIiIiuTZ6NHTsCAMH5jsSkaKnBEZEREQkl5Yvj9qXI46ARio/FqkpJTAiIiIiufTss9F97Ic/zHckInWCEhgRERGRXBo1Cjp0gEGD8h2JSJ2gdkwREZG6yB3efx9KSqBxY2jeHDbfXAXktS3VfexHP1L3MZEsUQuMiIhIXXTJJdC3L/TvH8stt4Sjj4ZVq/IdWf2i7mMiWaefAkREROqaRx+F66+Hk0+Go46KVph334Xf/S6SmNGjoWnTfEdZP4were5jIlmmBEZERKQu+fxzOOUU2HFHGDmyLFE56ijYeGM480w4/HD497+jW5nkzvLl8Nhj6j4mkmXqQiYiIlJXrFwJxx4b9S8VtbL84hdw553Rremkk/ITY33y1FPqPiaSA0pgRERECsHq1TBzZvX3Ly2NBOXtt+Gee6Bnz4q3++lP4cor4eGH4Z13qn8+qdz990er1+DB+Y5EpE5RAiMiIpJva9bAMcfAZpvB889Xff8VK6Ll5e674fLLY8LE9Tn3XGjTBq67rnrxSuW++QaefBJOOAEaNsx3NCJ1ihIYERGRfPv97+E//4F27aK70UcfZb7vwoWw337RonLjjXD11ZXv07ZttNY89BBMm1b1eNesiTqb+++v+r71xYMPRqvaySfnOxKROkcJjIiISD498QRccQWceCJMnAjNmsHBB8O8eZXvO3s27LknvPEGPPAAnH9+5uc999yYH+aGG6oe88MPw733wumnw2efVX3/+uD++2P46j598h2JSJ2jBEZERCRfpkyJLkY77AB/+QtsummMWvXVVzFS2IoV6973449ht91gxgx4+mk47riqnXujjeDUU+Fvf4vzZaq0FH7zm5gUs3FjGDYsBg2QMp98Am+9pdYXkRxRAiMiIpIPpaWRdDRpEt3HWrSI9TvvHL/ev/76ultUXn8d9tgjJqV8+WXYZ5/qxXDhhdHN6eabM9/nn/+MG/Rrr4Xhw+HFFyMJkjL33w8NGsTwySKSdRklMGbW2cxeTZ53NbNZZvZS8uiU2xBFRETqoL//PSaXvO22aHlJd/TRcPHF8Oc/x3DI6R5/HIYMgY4dI5Hp16/6MfTqFTU3d9wRtTMvvghLl657+5KSGMGsX78YKOBnP4subBdcAHPmVD+OumTNmri2++4bI5CJSNaZV9Lsa2btgQeADd19RzM7Eujs7iMyOUH//v19woQJNY9URESkrlixArbcEjp3hjffjF/ryyspieTgk09g0qQYoeyvf426k512ihGuOmXhN8Rp06IlaNKk6ArWsGFMgrnnnjBgQLT0bLhhbDtyZJz/iSfgoINi3ZQpUeux9dYR47Jl8ff85S/QvXvN4ys2L70EgwbBP/4Bxx+f72hEioqZTXT3/pVul0EC0wYw4FF3H2hmw4F9knXPuPuv1re/EhgREZFybrgBLrooWjwGDVr3dl98EfUxW28NBxwQrR8HHACjRkGrVtmNaeHCGAxg3Dh49dWo4Vi5Mt7baqtIZp55JpKS114Ds7J977orupM1bRpd4d59N4aFvu++7MZYDE45JQY5mDu3rFugiGQkawlM2gFfShKYQcAEYBnwAnCuu79XbtthwDCA7t277zRjxoyqxi8iIlI3LVgQXbd22SWK7yvz0ENlM7n/+Mdw551RPJ9rK1fGqGjjxpU9Fi6MpGvgwPXve8klcP318N57sN12uY+1UCxYAF26xHX685/zHY1I0cllAtPU3Vcm624EXnP3h9e1n1pgRERE0lx8cbTATJoUXa8yMXx4dO+6+OK1Wz5q05o1MH9+1N5U5ttvoWfPaF165JHcx1Yobr0VzjknEr8dd8x3NCJFJ9MEpjqjkD1rZhubWQtgX+CDahxDRESk/nn5ZfjTn2LOl0yTF4jE5ZJL8pe8QNS1ZJK8AHToEF3kHn00anzqA/eoEerfX8mLSI5VJ4G5ChgLjAf+7O5TshuSiIhIHeMev87vsw/06AHXXJPviHLvvPNikIFfrbdUtu544w344IOYF0dEcirjBMbdBybLse6+tbtv7+635SwyERGRumDFipgw8pxz4MADo0Wia9d8R5V7rVrBr38dNTO33Rb1MN99l++ocmfkSGjdWnO/iNSCRvkOQEREpM6aNQuOPBLefhuuuCJmsK9oyOS66owzopj97LPL1nXqFPUxFT022aQ4P58FC+Bf/4oRyLI9OpyIfI8SGBERkeqYMCEmkjz77IprU159NSakXLYM/vMfOPzw2o8x35o2hXfegY8+gunT1368+WYMB11aWrZ9mzaw886w664xXPTuu+cv9qr4+9+jpU3dx0RqRcajkFWXRiETEZE6xz1mo588OVpWrrxy7fdGjIBzz42JHR95BLbZJm+hFrSSEpg5MxKazz6L+WPGj4f3349Rz559FoYOzXeUFZs1KxLY11+HBx6ATTeNuXNEpNoyHYVMLTAiIiJV9fLLkbxsvTVcdVVM7viTn8TcKWeeGRM7HnRQ/DLfrl2+oy1cjRuXdR8bMqRs/aJFMXHmCSdEUtOlS/5ihEi0Jk8uS1hefz0SL4DmzaPV6Npr8xujSD2iBEZERKSqbr45hhR+663oJjZsGDRsGC0vb74Jl10WiU0x1nMUgrZto3tZ//6RxLzwQny+teWbb2JUsVSy8vbbsHx5vNe9O+yxR3Rv23132H772plYVET+RwmMiIhIVXz6KTz2WIyw1bo1jB4Ne+0VBdwtW8LDD0fhvtRM795wxx3xuV59dSSEubBmDXz88dqtK1OnxnuNGsWcLqefHsnKbrvFQAMikldKYERERKri1lvjxvYXv4jXbdrAk0/Cb38LZ50F222X3/jqkh//OIZh/u1vozXmkENqfszvvouWs1Sy8sYb0WUNolVt992jO+Duu8c5mzev+TlFJKtUxC8iIpKpRYviF/gjjoD77st3NPXD0qWw994xSeTjj1etqN8dPv+8LFF5/fWYj2bNmhg5brvtolUl1R1s880rHlFORGqFivhFRESy7e67YcmSGGFMakfLljEa2eDBcNhh8PTTkdBUZMWKGLY5vTvY3LnxXuvWMTzz5ZdHsrLLLlFrIyJFRwmMiIhIZWbPhjvvhFtugT33hJ12yndE9UuHDvD88zBwYIzudv31MSFm8+ZRXD9+fCQrEyfCqlWxT69esO++Za0r225buwMBiEjOKIERERGpiHsMl3z77TER5Zo1sP/+8Mc/5juy+mnDDWHMGBg0qKz+KKVp06hXOffcsmL7zp3zE6eI5JwSGBERkXSLF8P998cIWB99BBtsAOefD2ecEb/qS/5svHHUsMycGS0vy5ZFq8p220USIyL1ghIYERERiCLx22+P5GXp0vhF/5574NhjNRJVIWnSRImkSD2nBEZEROqvVauie9jtt8Orr8av+McdB2eeCT/4Qb6jExGRCiiBERGR+mfWLBg5Mgrz58yBnj2jMPzUU6NgXERECpYSGBERqR/cYezYaG159NEoyj/wwGht2W8/aNAg3xGKiEgGlMCIiEj98LOfwV13RQvL//0fnH56tLyIiEhRUQIjIiJ136RJkbz8/Odw443QrFm+IxIRkWpSe7mIiNR9v/pVDId8zTVKXkREipxaYEREpG576SV45pko0m/bNt/RiIhIDakFRkRE6i53uPRS6No1ivVFRKToqQVGRETqrscfh/HjY7hkTUYpIlInqAVGRETqptWro/Zlyy3hlFPyHY2IiGRJRgmMmXU2s1eT543N7HEze83MfpLb8ERERKrpzjvhww+jcL+ROhyIiNQVlSYwZtYeuBdomaw6G5jo7nsAR5tZ6xzGJyIiUnXz58Nll8GgQXDEEfmORkREsiiTFphS4FhgcfJ6IDAqef4K0D/7YYmIiNTAFVfAwoVwyy1glu9oREQkiypNYNx9sbsvSlvVEpidPJ8PdC6/j5kNM7MJZjZh3rx52YlUREQkE++/D3fcAWecAX365DsaERHJsuoU8S8BUkO5tKroGO4+0t37u3v/Tp061SQ+ERGRzLnDuefGfC9XX53vaEREJAeqU9U4ERgAPAT0BcZnNSIREZGqKCmB11+HsWNhzBgYNw5uuw06dMh3ZCIikgPVSWDuBZ4ysz2BbYA3sxuSiIhIhtasgX33hZdeilqXfv2i/uX00/MdmYiI5EjGCYy7D0yWM8xsKNEK8xt3L81RbCIiIut3++2RvFx3HQwbBu3a5TsiERHJsWoNjO/uX1I2EpmIiEjt++ILuPRS2H9/uOgijTYmIlJPVKeIX0REJL/co5uYGfz5z0peRETqEU1NLCIixee+++C556JYf9NN8x2NiIjUIiUwIiJSPBYsgBEj4NprYcAA+PnP8x2RiIjUMiUwIiJS+GbPhptugr/8BZYsgf32i+cN1BNaRKS+UQIjIiKF6+OPYfhw+Mc/YsjkY4+Fiy+Gvn3zHZmIiOSJEhgRESk8r78eQyM/9hg0bw5nnAEXXAA9euQ7MhERyTMlMCIiAqtXw8qV0LJlfmN4+ulocRk3DjbYICalPOss6Ngxf3GJiEhBUedhEZH6bvXqmEtls81g8uS13/vyS9h7bzj6aJgwIbvndYfly+Gdd6J1ZZNN4NBD4b//hVtuieWVVyp5ERGRtagFRkSkvvvlL2HMGGjfHgYPhuefhx13hClTolj+22+hYUN4+GHYZx/4xS+gT59IeBpl+DWyciW88go89VS0ssyYAStWlL3fuDEcfDCcdFIsGzfOzd8qIiJFTwmMiEh99q9/wR//CGeeCf/3fzBoUCQpw4fHLPcNG8LLL8Pmm8eoXzfeCEcdFfs2agS9esFWW8GWW8Yy9XzDDWHVqpir5cEHo5ZlyRJo1izOceih0KJF1Ld07hyvN9ggv5+FiIgUBXP3nJ6gf//+PiHb3Q5ERKTmPvgAdtkF+vWDF1+EJk2i29agQTB9OvTsCc8+G8lLysqV0eVryhSYOjWWU6bAp5/Geylt28Zy0aJITI46Cg47LI7dokXt/p0iIlIUzGyiu/evdDslMCIi9czs2XDvvTGLvXskJBtvvPb7t98O55wDG22U2TFLSyP5SU9sSkrgiCNgyBB1CRMRkUopgRERkTIlJfDEE3DXXVGDsmYN7LVXdAnbaad8RyciIpJxAqMaGBGRYjFlShTON2mS+T6ffBJJy333wddfR0vLJZfAqafCFlvkLlYREZEc0TDKIiKFbs4cOP542Hpr2H57GDt2/dsvWQJ33w177AG9e8PNN8Puu8Pjj0c3rz/8QcmLiIgULSUwIiKFqqQkalG22iqGMD7nnBjZa/BgOPnkaFEp7/33o/j+tNNi+OPhw2HWLPjPf2J44kyHPRYRESlQSmBERApJaSm89BKccUZ09zrrrBgp7IMPYnLHDz+Eyy6LoYm33x5efbVs36lTYejQ6GL2yivw8cdw0UUxTLGIiEgdoQRGRCQXVq6Em26CU06JrlwbbQQHHhgTOJbnDuPHw3nnQbduMdTw/ffDvvvCk0/GUMapLl/Nm8Nvfxsjh7VpE60xt98OX3wR87esWQMvvAB77glmtfkXi4iI1AqNQiYikm0rVsS8J089BV26xMSO3bvDv/8dScUf/wg//SlMnhwtKQ8+GIlN06aR5Bx3HBx0ELRsuf7zLFwYM9c/8QS0bh2TTr70EvTtWyt/poiISDZpGGURkXxYtgwOPxyefz5mrh82rOy9L76I2pQXX4ROnWDevKhJGTo0kpbDDiubADJTa9bA1VdH0f7o0dHdTEREpAgpgRERqW1Ll8Ihh0QryF13xVDF5a1ZAyNHwnPPwf77w5FHQseOtR6qiIhIocnZPDBm1giYnjwAznb396t6HBGROmXevEhe3n475lw58cSKt2vQIAr0zzijduMTERGpI6oznub2wAPufkm2gxERKUqffQYHHAAzZ8JDD8ERR+Q7IhERkTqrOgnMrsDBZjYIeB843d1XZzesHNl//xhOdN99YciQsqFF16yJEYOaN8/u+dxh0iQYNQq+/DJGDGrdOh7NmsWjadOy5+VfN2gAixdHoe7ChbBgQdlziPg7d4YNNoh+94sXx8MshlFt2rR6yxYtKi8eFilkJSUwf348vv0WVq+OkcAaN87uedxh3Dg4+ug4x5gxMWGkiIiI5Ex1Epi3gSHu/pWZ3QccCDyWvoGZDQOGAXTv3r3GQWbF6tVxo//kk9G9A2JY06VL4bvv4nX37rDTTvHo1i0SmhYtYpl6lH89f37MvTBtWiQpKUuXxqzX06ZFke4mm8R5Fi2KWGqibdu4cVq8uGbHWZ8tt4xhWAcMiLkoSkrK4m7RoizJadly7eeNG2voVsm+pUth7tyYkX7u3LLH119HgpJKVFLL1L/pdJ07R03KT38aI4OljlFSUvZjQOvWlf/3O29eDFP83HNRqD97NvToAU8/DVtvnZM/X0RERMpUuYjfzJq6+8rk+TlAY3f/47q2L7gi/jVr4N134+bj00/jhqVNm0gyPvwQJk6M9dWVuvlp2BD22itGFjrySOjQIda7x0zaK1bEY+XKtZfpz1evjmSlXbt4tG9fNlQqwPLlcQO2YAG0ahV/R6tWEcPKlXGe6iwXLYI334TXXosbwqpo2PD7ic26kp3qPG/S5Ps3mCUlkcx9911ZsijFwT3+e/vmm/h399578Zg6NdYvXhzL5csr3r99+yiA32CD+DfWoUPZ8/TlsmXwt7/FcMOlpeuOp00bOOGEmPE+lYysWBH/FlIJy6RJZeceMiRGEDvqqDiPiIiIVFvORiEzs1HA74EPgOeBP7j7C+vavuASmEykbqiWL4/HsmVlz8u/bts2JpjbYgvo2jW6fdUVa9bAlCnRZa1Ro2hdcY+/e+nSeCxbVrPnJSVVi6lhw0hk3CPBKyn5/g3pZZfBVVfVrWtRaL7+OlpDUt0WS0thww2jFaNDh/j3M3s2zJoVSfY338Rj3ryy5998U9a9K123bpE8bLBBJBRt2sSQw6lWktRjww2r3iVs9mx44IFI1jt3jlbYxo3LWmPeey+6fK5cGV1NzWJG++XLY7vdd4+EZd99Yccdy35MEBERkRrLZQKzHfBPwIDH3P3X69u+KBMYqT0lJZklPOXXmcUNZaNGUS+UutF96aXoInjUUXDvvarlWZc1a+D992Hs2Gh1LC2Nm/GGDeMzTT1Pf6xeDR9/HDf5c+dW7XwNGkRi07Hj9x+dOsWye3fYfvto2cinefNi/paRI+O/n333jcfee0cLp4iIiOSE5oGR+skdbroJLrooZiO//Xb4wQ/ipjwfSkvjV//PP49JDGfNipv1Hj3i0bZtWUsSlHUFbNo0WjZmzYrHkiWRsKWStoqeN24cCd6MGfDf/5Y9ZsyI0bHcy2q3UrUjEF3umjWLWMs/Vq8ue24WtVHbbx+P7t3LEkezOObcuXHcjh3juF27RitH+/ZqERMREZH1ytk8MCIFzQwuuCC6IB13XHT5adcOBg+OwRlatFj3qG+pR6tW0T0pdWO+cGG0VnzwQdkodum/xK9YEXVVn34aSUoqWfnii0ggqjNoQ6NGNR/soXnzSDK6d4c+feKYqa6Pu+0WLQqDBkWXLREREZEioRYYqbvmzy8bLeq556IVoiqaNYtBE+bNW3t906awzz7QuzeMHx8TF65aVfb+RhtF68pmm31/2bVrtFB8/nk8li1bu75oyZJoeVmyJGpAunaNlozWrctaalIjwqUvU8+bNYNNN42kpUMHjQgnIiIiRUNdyETSpQYfqGi0t/LPFy8uK1JfuBB69YouU336xISFjz4aj1mzolVnzz2jpWfrrSN5yPZ8QiIiIiL1gBIYkVxyj7qQfNXWiIiIiNQxmSYwqqoVqQ4zJS8iIiIieaAERkREREREioYSGBERERERKRpKYEREREREpGgogRERERERkaKhBEZERERERIqGEhgRERERESkaSmBERERERKRoKIEREREREZGiYe6e2xOYzQNm5PQkoSPwTS2cRzKj61HYdH0Kj65J4dK1KWy6Pvmhz72wFev12dTdO1W2Uc4TmNpiZhPcvX++45Cg61HYdH0Kj65J4dK1KWy6Pvmhz72w1fXroy5kIiIiIiJSNJTAiIiIiIhI0ahLCczIfAcga9H1KGy6PoVH16Rw6doUNl2f/NDnXtjq9PWpMzUwIiIiIiJS99WlFhgREREREanjlMCIiIiIiEjRUAIjWWFmlu8YpGK6NoXFzNomS12XAqVrIyJS2IougTGzlvmOQcDMdjezv5vZuWa2kauYqqCYWWszu8jMGujaFAYz29PMHgBuMbPe7u66US4cZtbczK4xs4b6N1OYzGyjfMdQn5hZEzPbyMz65DsWWTcz2zZZFt09fU0UzR9rZnuY2b+A4Wa2Y77jEYYBLwPzgcvMbIM8xyNr6w0cBhwM+kU538ysKfBz4C5gEnAzgG6UC8pGwKHAKVD/bgYKWfKD2T+BEWa2d77jqUcOB84G/mVme+U7GPk+M+sJ/D35IXlNffr/VlH8oWbWhLhhvgd4B7jQzDrkN6r6J/mHgpl1AlYB/3H3+4Gvgf1SXWMkP9KuT2NgM2AscISZddaNcn6krgmwJTDH3V9w91uAEjPbNI+hCWBmQ81si+TlZsD9wAlm1j25GVDiXxiGAf8EHiBuqCXHku+Ro4AHgSuBo/MakKxLb2AD4gcy3H1NfsOpPQWdwCRfLj2BjkBnd3/G3e8CugDb5je6+sXMhgK3Abj7PKAz8WslwJPATsQvmJIH5a5PCfCqu18OvA38JJ+x1VfJNbkdwN3fB65O1m8FLHT3GXkMr14zs/Zm9iLx/7A/mtkOwDR3vxYYDfwS1EKWT6nk0sxaAzPd/Ql3HwW0M7Pt8h1fXZV87psDa4CHk/93LQS2MbOt8xudlPvRBeBL4ntmZzMbmGzTMB+x1baCTGDSvlwOI7paNAXamNmFZjYAmEkkNVILkn8MA4GNzCz169fvgdOSGouJyboDku31q2UtSq7PIOL6/CJZPTdZPg5sZmZ9k211bWpB2r+ZzmnXZFGyXAisTrbrZmaNaj/Cem818Lm7nw3cAuwNbAHg7iOAbsl3jbqS1bLyySXQjbhGmFlHYBYwLX8R1k3lPvcbgW2A55K32wIfARckyb7Usgp+dEmVUuwArCBaJs+qT/VKhfo/5tSXy1nEr8oDiKb9RkTry1aAg27Ici1JUEqJz39fokvSRu7+FtGd73Iz60x0I+sD+tWyNqVdn/uA/YCjzayTu5eambn7TGAMcA7o2tSGCv7NpK5J6rPvB7Q3s8uBEUD7PIVan20KNE66vY4FvgG2TevW92fiR5p61SWjQJRPLvcnuslA/AjQ2t1Xmtmmqr3MqvTP/WZgCNAXwN1Hu/s5wBxgV9C9Vx6Uvz6DzKw/8D7wGVAK7AjclHz/1/lWmEJNYFJfLu2AF5J1DtyVNCHfBbQC3ZDlgoUGsNaX97fu/g3wLPCrZN1lwDzgIeLXy5trO9b6aD3XZx5p1yft38YzwCO1Hmg9UoV/MwCbE180q4AjkusmOZR+fQDc/QPiO2Rocr0mAl2Bdsn7TwK3JfvpRq12pX//jyVak/ua2cbA9kArM7sauANok78w65z0z/0l4kfJHZJufAcn3crak/x4rHuvWlf++swhWl9OBH5HtJqNJFr4SX5Eq9MKIoFZz5fLkOTL5W2gJ9H6AlH/8n6tB1qHmdkgMzsQ4n9MqZswMzvAzEYSnz/ufh3Qy8z2cPdF7n4H0dXvHOCDPIVf51Xx+mxpZrsl71tynR7PV+x1VTWuyR7Jru8Cu7v7dUm9kuSAmVNKD5QAAAY0SURBVA0ws8HwvetziJldA7wIHG9m3dz9E6KrUt/U/smvzq4btdzK4Pt/ItCdKFTuRiQxy4HD3f2L2o+4bsjwc+9E1Lv2IrrzLQH+modw650Mrs8kou74UWJwix8lNXw/zEe8+ZC3vtdmNgho7u5PJV8QqS5hhwC7U/bl8qa7f2JmmxC/Wk4GLnH35fmKvS5J/oH8ifhSmG1m27n7cItxxc8j/gd2i7u/mdwMO/APYnSS1wDcfX6ewq/zanB9jgbe0M1X9tXwmrzm7uPyFnw9YFFTdAvR0rXIzPZ096ssCl8vIeonb3X3MWa2Gvi5mfUibs6m5y3wesSivqiJu7+Y4fd/N6Lr+Higv7vPzlfsxawan/vmwKbufouZ/cXdV+Qv+rqvitfnIzP7DdGtbHiyXcP60PKSUusJTIZf/uv6cpkGoOQlq1oQTfQDiV+4/gMMJ0auetPdv/dri7v/kxjSUnJP16fw6JoUtk7AKnffz6JG4t6k+9FPgQnu/ue0bf8KbEi0Ik8FXq/1aOuRGiSXS4G57v5l3oIvYjVM6mcAKHnJnRpcn+9Irk/yY1m9SV4gPy0wVfny15dLDlgMQXm8u/+K6EbYhegC9i3wvpkdBvzF3acm2zd091L9ml87dH0Kj65JYUuuzwnufilQAhxiZjcSQ4w2Aga4+yVp2zdIumGUJjfFI/IRdz1Uk+TyjVqPtu5QUl/Yanx96uN3Ta3UwJjZdmb2h7Rzpr78D2DtL/+/JtunRk8odfcv3X2Eu49xjQaTLZsTk7X1cffFRIvYIqJ/8U3AQcTElI2sbEQlqT26PoVH16SwbU50rejrMXDCSOK6/JzohvE1/O+Xzv8NtFAfv/RrW/L9f03yMpVcdiP+/fwvuUzdpKX1+9f3fw3ocy9suj41V1tF/NX68teXS3aYWXczOzbJ6OH/27t/ELuKKI7j32NhZWNvoSCKVlpkg2izIAi6pAmolaaztbGQjaKxEETSiGUKxX+FRAULtZBERBAFK+OiiIUIsTDb+Ac05FjMLJpG2d1775zH+36qt/vug2F+LGfPm3tn2irYO8A2QGZ+Q9vn/YPM/I62z/4tmXl5nf84lmI+9ZhJbf+Rz94OfC/016/TVvzv6L+/PGC4687mcgznvTbzOaRZGhiLfx391oq3ac8cbUfEBvBeZj7e3o6H+qUXgdMRcQZ4ApeNF2E+9ZhJbf+TDxHxIEBmfpuZu8AObec3LcDmcgznvTbzmd7kDYzFv4aIOB4Rj9EON9rJzG3aqex3A0f6ZS8CJ/qq11u0h8W+BG7OzDdHjHtdmE89ZlLbfvP510e/pm3Fr5nZXI7hvNdmPvOIqVajIuI4baeET4AnM/ORiLgPuB34KjPPRcQR4BTwQGZeiYijtK2Rz2bmz5MMZM315cYz/cc/aLfqBfA87eC8+2lLly9l5q8R8TKwm5knR4x33ZhPPWZS2wHz+SUznx4x3nW0j/r/LLCV/5zJswV8nJm/jxr7KnPeazOfeR16BaY/t/IKcAy4EzgBXIyI64FPabeH3RUR12XmF7R99k8BZObn/UEkm5fpXAG+z8xHafN8D3AD7Rvi32id/bXAjf36p2h7i2sZ5lOPmdR2kHzOLT/M9XOA+v8D8Mze5zPzff9J2z/nvTbzWcYUt5BZ/Gu5BjgPkG170Au0rUS3oh1KtQNs0r7JJDMvZaZ5LMd86jGT2synLpvLMZz32sxnAVOcA3NVcYmIC7Ql/q2I2LuXbxN4rV9zCRuY2fQHvs4D9C35bsrMeyPiYeA5YBf4iXZAlRZmPvWYSW3mU5r1fwznvTbzWcChGxiLS039Ida/gM8i4jbgVuBDWh4/etveWOZTj5nUZj71WP/HcN5rM59lTLECA1hcqumbJGwAJ4EN4I3MfHXwsNSZTz1mUpv51GX9H8N5r8185jXZLmQAEXEMeBf4CIvLcBGxCRwFTmfmn6PHo6uZTz1mUpv51GX9H8N5r8185jN1A2NxKSQiIqcMWJMyn3rMpDbzqcv6P4bzXpv5zGfqBsbiIknSmrH+j+G812Y+85m0gZEkSZKkOU1xDowkSZIkLcIGRpIkSdLKsIGRJEmStDJsYCRJkiStDBsYSZIkSSvjb72jVlQbH4QFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_arbr('东方通信',n=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:12:59.107588Z",
     "start_time": "2019-05-02T09:12:57.681069Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_arbr('上证综指')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:13:12.004194Z",
     "start_time": "2019-05-02T09:13:10.838012Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_arbr('上证综指',n=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-04T13:12:11.065912Z",
     "start_time": "2019-04-04T13:12:09.838751Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kb+naO+/Atm1w6aVBz6REKNARERERkdQ1a5Y9hgOddM7oDB0KTZtCixZBz6REKNARERERkdQV7riWO9BZtQq2bAluTkGYNQsyMy2b41zQsykRCnREREREJHXNnGkNCGrXtq/r1rXHZcuCm1MQhg6FChXg/PODnkmJUaAjIiIiIqlr5kzL5oSzGHXq2GM6la9t2wZvvglnnQX77hv0bEqMAh0RERERSU07dsDs2Tlla5CT0UmnQOejj6xcL02aEIQp0BERERGR1PTLL7B9e05racjJ6KRT57WhQy3A69gx6JmUKAU6IiIiIpKaPvrIHtu1yxmrVg323DN9Mjp//AGffw4XXwxlywY9mxKlQEdEREREUo/38NZb0L491Ku363Pp1GJ62DDIzrZAJ80o0BERERGR1PPjjzBnDvTps/tz6RLoZGdb2VqHDtCgQdCzKXEKdEREREQk9QwfDuXKQffuuz9Xt256rNGZOBEWLky7JgRhCnREREREJLVkZ8Pbb0PnzpHbKdepA8uXW1e2VPbqq7YeqVu3oGcSCAU6IiIiIpJaJk600rTzzov8fN26tobnr79Kdl4lad06GDECzj0X9tgj6NkEQoGOiIiIiKSW4cOhShU488zIz4f30olX+drGjfDNNzB+fHzOFw/vvgtbtqRt2RpAuaAnICIiIiISN9u3w/vvw9lnW7ATSXgvneI2JHj+eXjpJfj5ZyuXA/u8cePinTcehg6FI4+EY44JeiaBUUZHRERERFLHZ5/BmjX5l61BTkanOIHO9Olw7bVQqRLceSe89x5UqAAvvrj7sbNmwU8/xX6tovr5Z5gyBS67DJwruesmmagCHedcLefcxNDn9znnvg59zHHO9XfOlXfOfeScm+ycuzR03G5jIiIiIiJR27Kl6K8ZPtwaEHTsmP8x++xjAUqspWveQ79+UKMGjBsH990HPXpYh7dhw2DTppxj16+Hk06C1q0tOCoJQ4dax7nzzy+Z6yWpQgMd51x1YBhQBcB7f4/3voP3vgMwG3gduBaY5r1vC3R3zlXLZ0xEREREpHDr18NBB0HXrrB1a3Sv2bABxoyBnj2hfPn8j3POytdizei88w5MngwPPAB7750zftVVNu+3384Ze+IJWLkSqlaF00+HpUtju2a0tm+HN96w9Uk1ayb2WkkumoxOFtALWJ970Dl3DPCH9/5PoAPwXuipb4CMfMZ24Zzr65zLdM5lrlixIpb5i4iIiEgq+uADWLECRo+GLl1swX9hPvzQskAFla2Fxbpp6KZNcPPN0Lz57gv927SBo46CwYNzuro98YRle8aPt9d26WLBUKJ88on93NK4CUFYoYGO9369935dhKeuA54NfV4FCOf+VgO18hnLe+4h3vsM731GzTSPOEVEREQklzfegAYNrBTsf/+Dk0+G1asLfs3w4ZYFatOm8PPHumnoI4/Y6555BsqW3fU55+D//g9mzIAffoABA2DbNsv8NGli7Z5//dUyTtu3F/3a0Xj1VahdGzp1Ssz5S5GYmhE45/YG9vPeLwgNbQQqhz6vGjpvpDERERERkYL9+Sd89ZWtMbnwQgsQZsywACE///xj62XOPRfKRPG28+CD4fffi7YOaPFieOwxu0a7dpGPOf98K1Pr3x+GDIG+faFhQ3uuY0fr0vb553DOOdGX5EUrK8t+Bj172hqdNBdr8HEWMDbX19OA8J/20cDifMZERERERAr29ttW+tWnj3199tlw003w9df5l7C9/7690Y+mbA2s9Cwrq2jd0G66yYKoRx/N/5hq1SzYmTDBGh7cffeuz196qQU7Y8fCGWfA5s3RX78wf/wBO3YkR3vrJBBroNMJW3cTNgy4zzk3CGgMTMlnTERERESkYG++Cccdl5MJAWjf3gKTqVMjv2b4cCsPO+qo6K7RsqU9TpsW3fETJsDIkZapCbenzs9VV1kZ2803Q63dVm9Ylue//7Ws1amnWhOFeFi0yB4PPjg+5yvlog50Ql3Wwp+f572fnuvrJUBHYDJwsvc+K9JY3GYtIiIiIqnpp5/gxx93b43cqpU9fvvt7q9ZtMjGo83mABx4oLWZjqbl886d1k66fn248cbCjz/qKNvL5s478z/moovgrbese1unTrAu0pL4IlKgs4u4Fe9575eR02Ut3zERERERkXy9+aYt8u/Va9fxvfeGI4+0wCCvcDvnc8+N/jrOWVYnmozOSy/B7Nm2Vqhy5cKPBzjiiMKP6d0bKla07/Wkk2x9zT77RHf+SBYtstK6Aw+M/RwpRA0CRERERCQ5ZGdblqNz58h7wLRpA999Z8eFeW+vadvWMi5F0aKFBTDbtuV/zKpVcNdd8K9/WQOBeOva1Vppz55t1yjOliuLFllZXUF7CKURBToiIiIikhwmTrSOa3nL1sLatIG1a2HOnJyxn36CX34pWtlaWMuWtnh/9uz8j7n7bisrGzTIskCJ0KULfPQR/PYbnHACLF8e23kWLVLZWi4KdEREREQkOfzwgz2eckrk58P74+RepzN8uJW69ehR9Ou1aGGP+a3TmTULXnzR9saJtslBrDp2hE8/tZbXxx8PS5cW/RwKdHahQEdEREREksO8eVaylt86lYYNoUaNnEAnO9sCnVNOiVzqVphDDrG1P5HW6XgP111nzw8YUPRzx+KEE2ydzj//WLATbi4Qja1bYdkyBTq5KNARERERkeQwdy4cdlj+zztnWZ1woDN5smU+wvvtFJVzltWJlNEZNcr27RkwoHgNAoqqTRv48ksrlzvhhOhbTy9ebI8KdP4/BToiIiIikhwKC3TAAoG5c2HlSsvmVK4MZ50V+zVbtLAStR07csa2bLE20kcdBf/+d+znjlVGBrzxhgVxEydG9xq1lt6NAh0RERERCd7atVay1ahRwceF1+l88w28954FOVWrxn7dli2t69ovv+SMPf44LFliDQjKxW03lqI54QRrFf3dd9EdHw50DjkkcXMqZRToiIiIiEjw5s2zx8IyOhkZFnwMHAirV8fWbS23cEOC8Dqdn3+GBx6A7t2t3XNQqlaFpk2LFuhUrAj775/YeZUiCnREREREJHhz59pjYYFO5coWnMycaWtnOnUq3nUPPRSqVbN1Otu3wwUX2NfPPVe888ZD69YwZQpkZRV+7KJFto9QGb29D9NPQkRERESCN3eutYmOpvQqXL7WowdUqFC865YpA82bW0bnvvtgxgwYMgRq1SreeeOhdWvYuNGyTIVRa+ndKNARERERkeDNnWtBTjSBS7ik7IIL4nPtli0t0Hn4Ybj4YujaNT7nLa7Wre0xmvI1BTq7UaAjIiIiIsGbO7fwRgRhZ5wBc+ZA27bxuXaLFtZ1rV49a0CQLBo0sH2DCgt01q2DNWsU6OShQEdEREREgpWdDb/9Vvj6nDDnoj82GieeCI0bw5tvwp57xu+8xeWcZXUKC3TUWjqigPrliYiIiIiELF0KW7fGN3gpitq1o1sHE4TWreGjj2DVKth338jHKNCJSBkdEREREQlWtB3X0lF4nc733+d/jAKdiBToiIiIiEiwFOjk75hjrBtdQeVrixZZyV316iU3r1JAgY6IiIiIBGvuXNu7JhlaOiebKlVs49Bvv7WvvYdnn4V77rHPIafjmnPBzTMJaY2OiIiIiARr3jzL5uiNemStW8OwYbBtG1x/Pbz4oo3vuy/062eBTrQd69KIMjoiIiIiEqy5c1W2VpA2bWDTJmjf3oKcW2+Fs86CG2+EiRNh8WKtz4lAGR0RERERCc7mzfD77wp0ChJuSDBtGjz/PFx1le2dc8wxcPbZ9jNUoLMbBToiIiIiEpzffrNHBTr5O/hguOsuaNUKTjvNxvbaC0aNsrHwMbILla6JiIiISHDCHde0xiR/zsGAATlBTliTJvDaa1CjBjRvHsjUkpkCHREREREJzrx59tiwYbDzKK26d4d//oE6dYKeSdJRoCMiIiIiwZkzB+rVszbKEht1q4tIgY6IiIiIBGPlShg9Gk44IeiZSApSoCMiIiIiwXjiCesYdvvtQc9EUpACHREREREpeStXwrPPQq9ecMQRQc9GUpACHREREREpeU8+admcu+4KeiaSohToiIiIiEjJWrXKsjk9e0LjxkHPRlKUAh0RERERKVlPPgmbNimbIwkVVaDjnKvlnJuYZ+wj51yz0OflQ19Pds5dmt+YiIiIiKS5VavgmWcsm3PkkUHPRlJYoYGOc646MAyokmusD7DAez8zNHQtMM173xbo7pyrls+YiIiIiKQzZXOkhEST0ckCegHrAZxz+wBPAGucc/8KHdMBeC/0+TdARj5ju3DO9XXOZTrnMlesWBHjtyAiIiIipUJ4bU6PHsrmSMIVGuh479d779flGroBeB94CbjQOXcmlu35M/T8aqBWPmN5zz3Ee5/hvc+oWbNm7N+FiIiIiCS/p56CDRuUzZESEUszgubA8977v7CMTQdgI1A59HzV0HkjjYmIiIhIOlq92tbm9OgBTZoEPRtJA7EEH/OBQ0KfZwBLgGlAu9DY0cDifMZEREREJB2Fszl33x30TCRNlIvhNY8Crzjn7gA2A+cA+wBjnXPtgcbAFKxsLe+YiIiIiKSb1ath0CDo3l3ZHCkxUQc63vsOocdlwGl5nt7gnOuIZXDu9t5nAUsijImIiIhIunn6aWVzpMTFktGJKBQAvVfYmIiIiIikkTVrcrI5Rx0V9GwkjahBgIiIiIgkztNPw/r1yuZIiVOgIyIiIiKJsWaNBTrduimbIyVOgY6IiIiIJIayORIgBToiIiIiEn9r19ranHPOgaZNg56NpCEFOiIiIiISf08/DevWKZsjgVGgIyIiIiLx9/rr0LkzHH100DORNKVAR0RERETia+FCWLQIunQJeiaSxhToiIiIiEh8ffGFPXbsGOw8JK0p0BERERGR+Bo/HurWhUaNgp6JpDEFOiIiIiISP1lZ8OWXls1xLujZSBpToCMiIiIi8TNjhm0UqrI1CZgCHRERERGJn/D6nJNOCnYekvYU6IiIiIhI9GbOtK5q+Rk/3lpK77dfyc1JJAIFOiIiIiISnalToVUr6N078vObN8OkSXDyySU7L5EIFOiIiIiISOGWL4ezz4bt2y3g+f333Y+ZNMme1/ocSQIKdERERESkYNu2QbdusHYtvP++jY0atftxX3wBFSpA+/YlOz+RCBToiIiIiEj+vIdrroHvvoPXXrOAp2lTGDly92PHj4e2bWGPPUp8miJ5KdARERERkfxNnQqvvAK33QY9ethYt24webKVs4UtXGiNCrQ+R5KEAh0RERERyd+IEVCuHNxyS85Yt26W6fngg5yx226zTM5FF5X8HEUiUKAjIiIiIpF5byVqJ50E1avnjDduDIcdllO+Nnmyrd255RaoUyeYuYrkoUBHRERERCKbNctK0rp123XcORv73/9gxQq44QYLcG66KZh5ikSgQEdEREREIhs5EsqUgbPO2v25bt0gKwvOP9/W8Tz4IFSpUvJzFMmHAh0RERERiWzUKGsVvd9+uz/XvDnUrw/jxkHLlhbwiCQRBToiIiIisru5c+Hnn+GccyI/7xx0726fP/WUZX5Ekoj+RoqIiIjI7sIbguYX6ADccYftnaMNQiUJKdARERERkd2NHAnHHQd16+Z/zN57W0c2kSSkQEdEREREdrV4MUybVnA2RyTJKdARERERkV2FNwJVoCOlmAIdEREREdnVyJHQtCkcemjQMxGJWVSBjnOulnNuYujzOs65P5xzX4c+aobGX3XOfeecuzPX63YbExEREZEktnw5fPvt7puEipQyhQY6zrnqwDAgvAPUccAD3vsOoY8VzrlzgLLe+9bAIc65hpHGEvVNiIiIiEicjB4N3ivQkVIvmoxOFtALWB/6uhVwuXNuunPuwdBYB+C90OfjgHb5jImIiIhIMhs5Eho1gsaNg56JSLEUGuh479d779flGvoUC2KOAVo755pi2Z4/Q8+vBmrlM7YL51xf51ymcy5zxYoVMX8TIiIiIhIHq1bB119bNse5oGcjUiyxNCP41nu/wXufBcwAGgIbgcqh56uGzhtpbBfe+yHe+wzvfUbNmjVjmIqIiIiIxM2YMZCVpW5rkhJiCXRMk3OBAAAgAElEQVQ+d84d4JzbAzgFmA1MI6c07WhgcT5jIiIiIpKsRo2Cgw6Cli2DnolIsZWL4TX3AROA7cCL3vu5zrnlwETnXG3gVGwdj48wJiIiIiLJaP16GDcOrr5aZWuSEqIOdLz3HUKPE4DD8zy33jnXAegIPBpe0xNpTERERESS0CefwPbtKluTlBFLRici7/0acrqs5TsmIiIiIklo1CjYf39o0ybomYjERSxrdEREREQklWzeDGPHQteuUEZvDyU16G+yiIiISLobN86CHZWtSQpRoCMiIiKS7kaOhH32gRNOCHomInGjQEdEREQknW3fDh99BGeeCeXLBz0bkbhRoCMiIiKSzr76Ctatg27dgp6JSFwp0BERERFJZyNHQrVqcPLJQc9EJK4U6IiIiIikq6wsGD0aunSBSpWCno1IXCnQEREREUlXEyfCypUqW5OUpEBHREREJF2NHGmZnM6dg56JSNwp0MlPdnbQMxARERFJnOxs+OADC3KqVg16NiJxp0Anr+XLoUkTeOutoGciIiIikjgzZ8Kff0LXrkHPRCQhFOjktf/+sGEDvPNO0DMRERERSZypU+2xfftg5yGSIAp08nIOevWCceNg9eqgZyMiIiKSGNOnQ/XqUL9+0DMRSQgFOpH06gU7d1rdqoiIiEgqmjYNWrSwm7wiKUiBTiQtWkCDBipfExERkdS0fTv89JO95xFJUQp0IgmXr331FfzzT9CzEREREYmvn3+2YKdly6BnIpIwCnTy07u3tV0cOTLomYiIiIjE1/Tp9qiMjqQwBTr5adIEjjhC5WsiIiKSeqZPh2rVrFRfJEUp0MlPuHxt4kRYtizo2YiIiIjET7gRQRm9FZTUpb/dBenVC7yH998PeiYiIiIi8bFzJ/z4o8rWJOUp0CnI4YfD0UfDoEGweHHQsxEREREpvjlzYOtWNSKQlKdApzDPPQdr1sBxx8GUKbs+t22bZXxERERESotp0+xRGR1JcQp0CtOuHXz3HVStCh06wPPPw4ABNl6lCtx4Y9AzFBEREYne9On2HqZRo6BnIpJQCnSicfjh8P33dufjmmvg3nut9/yJJ8JTT6VnC+odO2DSpKBnISIiIkU1bRo0awZlywY9E5GEUqATrZo1bQPRCRNsE9EffoCPP4Zjj4VLL4WFC4OeYckaOBDat7efh4iIiJQOWVkwc6bK1iQtKNApiooVrXytRg37ukIFePdda83Ys6et2UkHixfDY4/Z588+G+hUREREpAh++w02bVIjAkkLCnSKq359eO01SwPfdFPQsykZt9xi+wxdcAF8+CH8/nvQMxIREUlvP/4Iw4YV3iRJjQgkjSjQiYezzoIbbrAObSNGBD2bwmVlwf33w0MPwahR8Msv0WejvvnG9hW67TYrXwN48cVdjxk1Cu6+2+4YiYiISGJ5D+efDxdfDJddZuto89q6FQYPhv79rcHSEUeU+DRFSprzSdIeOSMjw2dmZgY9jdht325rVubMsW4mDRoEPaP8ffEFnHLKrmNlysAhh8Bhh1nzhdyPNWtaBicrCzIyYPVq+PVX2GMPOOccmDgRli6FSpWsBXf79vZLtkED+O9/7WsRERFJjLFjoUsXOPlkGD/e/o9//30LaH78ET75xLrG/vUXtG4NDz8Mxx8f9KxFYuKcm+a9z4jm2HKJnkzaqFAB3nvPupj07AnffmtrepLR66/DXntZne7vv1twNnduzuOXX9qdn7Dq1S3g2WsvW8D4zjsW5IB1ofvgA/veO3eG7t2hTh14+mn4z3/ghBPguuvggQdyXiOSaAsWwPr1cNRRUE6/5kQkxT3yCNSrZwHP66/Dv/9t70c2boQVK+yYE0+E4cNtrbFzgU5XpKREldFxztUCRnjv2+caawI85b3v6JwrD4wC9gFe9d4PjTRW0DVKfUYnbMwYK2W7+morZUs2GzdCrVqW4n7ppcjHZGdbAJQ7+Jkzxz5atrTvMfxL0ns48kgLYvbc0/Yc+vZbaN7crnXbbXYXqWFDy+60bVty36ukpy1bbO3cP//YPhHHHWcBd48eKtUQkdTz/feWpXnqKbj+ehv77DO46y6rzDjlFMv0HHBAsPMUiZOiZHQKDXScc9WBt4H9vPctQmMO+Byo4L3v4Jz7D7Cn9/5e59xYoBdwRd4x7/2G/K6TMoEO2CaiTz5pWY4ePYKeza5efx0uusj2wIlX0DF4sAV2YI0ZLrpo1+cnTLAW3EuW2Fqm+++HypXjc22RvF55Ba64wjb2XbECJk+2TGR2NjRtCr17Q69eVqopIlLanXMOfP213aCsWjXo2YgkXLwDnT0BB3zove8QGrsUqAV0CgU6Y4DbvPe/OOduA6YAN+Qd895PyHPuvkBfgAMPPLDlkiVLivJ9Jq/t26329ZdfbL3OoYcGPaMcJ58MixbB/PnxS11v2GBZnW7d7I5SJBs3Wre2F16wnZhfe83uQInEk/c55WozZuT8Hf/rL6tXf+cdyziC7YHVu7eVmtapE9ycRURiNXeuZarvuCOnQZBIiitKoFNo1zXv/Xrv/bpcJ98XOB94PNdhVYA/Q5+vxoKgSGN5zz3Ee5/hvc+oWbNmNPMtHcL765QrZ2+icq93mTPHyruCsHSpbXp64YXxrc+tVs02TM0vyAG7yzR4sK3/2bYN2rWDm2+2MiORePniC/j5Z8sc5v47vv/+cO21lt1ZvBgefRR27rR1ZPXqWWnb4ME5tewiIqXB44/beuBrrw16JiJJKZb20g8D/b33uXsXbgTCtUhVQ+eNNJY+DjrI+tnPmGGlbHPmwHnnQePG9iZ/1KjEz2HJEvsIe+stu+N9wQXxv1a0C75PPBF++slKix5/3NbyfP99/OcjqW/nTli3btexp56yNWi9e+f/uoMOsiB72jS7G3rffRbgXH01NGli2UcRkWS3fLmVo19yCey3X9CzEUlKsQQfJwCPOOe+Bpo55+4HpgHtQs8fDSzOZyy9nHGGBTmDB1tp15gxVr513HFw7rm2diXsp5/gtNPg5Zfjc+2NG6007NBDrevZypX2C7Fdu+DXJlSrZnvvjBsHmzfbWqFbb9018yVSmNtvt0zNiy9aAP/rr7YA9+qro+942KiRLdj9+Wd44w1rYDB1amLnLSISD4MG2Q2fdNmsXCQGUe+j45z7OrxGJ++Yc+4gYCwwHmgDtALq5h3z3mfld/6UakaQ244dcPnldpf5ppvsrsvq1baGZ8kSe2M2dmxOKc3BB1tr3OKWlt15p7V07tEDRo60xf+bNlmntb594/O9xcP69fZzefllqzN+7TVbOyFSkO3boXZtC443bbL1YRUr2t/1pUtt76eiWr0a9t3X/t3cfnv85ywiEi/r1sGBB8Kpp9raQ5E0EtdmBEW4aG0sg/N5eE1PpLH8pGygk58//7RMRri07MILrSPUTTfZGp5WrWI/95Iltu9Nt25Wrvbzz5ZJmjHDPq9ePT7fQzx9/rkFhMuW2VzvvTd59yGS4I0eDV27wscfWyanf3+7UXD55cXLih5+uGV5xoyJ31xFROLt0UetEmLaNGjRIujZiJSoQAKd4kq7QAdg3jzrlNK3L3TsaHdoatWyjb4GDYr9vL172xu1uXNtoXVpsW6dlfq9+qqtZXrtNTjmmKBnJcmoa1db27V0qa0P++EH+4//sccsKxqrSy6x4Omff1JnQ73Vq22fq0qVgp6JiMTDtm32e+7II60Bi0iaiWvXNUmgRo2s5W3Hjvb1XntBly7WsW3nztjOOXmyvf7mm0tXkAP2/b/yipXyrVtna4zuuMN+qYuErVwJn3wCffrkNME49lgYMaJ4QQ5YJnXlSusiWJqtXQtDh1o7+Zo1c/a5EpHS7803rRHBLbcEPRORpKdAJ9mcey78/bdt/lVU2dm2K3KdOqX7F+Cpp8Ls2dYd7sEHISPD0vMiYPXoO3ZYuWe8hfd2Kq2dALOzrfPcAQfAZZdZGWujRlYamiTZexEphuxsy1w3b243MkSkQAp0kk2XLtaV7O23i/7aSZMgM9N2hK9SJf5zK0l77w3//a+VEa1ebZ3q7rrLFqFLehs2DJo1szVt8XbkkbbnU1B7XRXHkiVw0km2N9App1j3uHnzbH+NP/+0jYJFpHQLl6XfemvqlNeKJJACnWRTubKtPxg5suglW6NH22alPXokZm5B6NLFsjt9+sD999uanRkzgp6VBOWXXyyYv+iixJy/bFkrgyttGZ0vvrDALzPTStZGj7ZMqHPQvr0dM3FisHMUkeLxHh55xEp0u3ULejYipYICnWR07rm2RuWzz6J/jff25ubkky0jlEqqV7e7+GPG2CLxY4+Fe+5RdicdDRtm63LOOy9x12jVCn780fZ4Kg02brQmCnXrwqxZ9nnuO71HHmn/hhToiJRukybZTZibbop+k26RNKdAJxmddBLUqAHDh0f/mp9+stKUs89O3LyCdsYZ1h67d28rzzv2WHtDKulh40YLdE49NbG7gLdubc1ASsu6sAcesNK0V16J3IyhTBnbKFiBjkjp9sgj9t7g4ouDnolIqaFAJxmVL293rN9/H/r1szd4hRk92u7innFG4ucXpH32sR3sR4+Gv/6y8pz77rPF6ZLaHnvMGnX075/Y6xx3nD2WhnU6c+fCE0/YG59wI4VI2re39Tp//VViUxOROJo927pN9utn7eJFJCoKdJLVgw/aIuLnnoMmTWDcuIKPHz3a3ujsv3/JzC9oZ51l2Z2ePW1z0eOOs7IdSU1//GGBTq9eBb+hj4eaNeHQQ3PW6WzebB3eLr009rbvieB9zpuehx8u+Njjj7fHSZMSPy8RKZ4tW6wh0cyZOWOPPWb/1tUqXqRIFOgkqypVbNPQiRNto79Onaz2fvXq3Y9dssQW6HftWvLzDNK++8Jbb8GoUVa6k5FhDQuU3Uk9d9xhbVULe0MfL61aWUZn1Spb9/bmm9YF8NJLbR7JYPRouwEyYIBtNFyQFi3sTZLK10SS1+bN8OSTVoJ63nnWQvq002yPsOHD4YorrKpBRKKmQCfZtW1rd3Vuv91Ktho3to5suX34oT2edVbJzy8ZdO1q2Z1u3awFdatWluaX1JCZCa+/bntE1a9fMtds3TqnNHL6dCsjHTjQ/g1ec03we9Js3gw33GDZ3quuKvz48uXt34UCHZHk9PPPcMghcOON1kDk88+tsiMz0zqpem+t40WkSBTolAaVKtmC48xMqF0bune3j3C9/Qcf2C/Ghg2DnWeQatSwVP+IEbB0qd3BfuCB5Co1kqLz3v7jr1kz8WtzcmvVyh7XrrXWzd26WVbpllvghRdKdi6RPPKIZXKffz767kvHH283TdatS+zcRKTonnsONmyAb76BL7+0vbD694fFi+25l1+GAw8MepYipY4CndKkWTOYMgUeesg20mzcGJ591n4xpnK3taLo1s3ujJ19Ntx5p31dWtoEy+4+/ND+fg8YAHvtVXLXbdYMnn4aJk/O2YfGOSudu+wyCzSC2oBzwQK7/nnn5ay9iUb79hY4fvtt4uYmIkW3c6dVapx+es7vm7DwupxLLglmbiKlnPNBl2CEZGRk+MzMzKCnUXrMnQuXX56zuHjqVCuzkRzPP28NHVq1go8+sjU9Ehvv7Q32pk22f1H4Y9u2Xb/OO7ZjB7RpY/95F3UX7+3bLVNZoYK1EU+WfSOmTrXW5iNGBLNp35lnwoQJ9jugdu3oX7d5swWLN99sJTGJsGiR7edTvnxizi+SisaPh44dLdg555ygZyOS9Jxz07z3Ub3pTZJ3DlJkhx0G//sfvPiiZTBatgx6Rsnn6qvhgAPsznfbtlbKtmaNbTpavTr83/8FPcPS4913bSPbWDVsaAv5L700+j1wBg+G+fPh00+TJ8gBOOooKFvWGoCUdKDzyScWtD/2WNGCHLA7wxkZiVun8+GH9ibtsce0lkCkKN59F6pWtT3CRCSulNGR1Ddxot0FX7t21/G//07sxpOp5NZb4amn4J13oGJFy7Lk/og0VqGCZYI+/BBefdVK0OrXh19/tXVnBVm92lo8H3ssfPZZiXyLRXLUUVYv/8knJXfNrVut+UD58pbhqlCh6Oe4/XYrv7viCtt/Kl7t6L//Hk480drinnEGjBkTn/OKpLodO+zfYefO1kVURAqljI5Ibu3bW5nPkiXWhnfSJOjTB5YtU6ATrQULrCNQLGUVF15oH59+aq1SBw8u/I7/gAG2aP7xx2Obb6I1b27lJvGQnW3B+PHHF1ze9/jj9ufwxRexBTlgi5s3bbI/g7fesjK2G2+0u8mxmj/fgpsDDrB1g999ZwFuUUsVRdLR+PF2Y6dXr6BnIpKS1IxA0sN++8Exx9hd+EMOsbFly4KdU2kyfz40aFC8c5x6qnUSevDBgjt/zZtn66uuuMIyGMmoeXNYvtyygsX15pvQoYOtu8nPkiX2c+ve3fb1iVW1arY/16+/2p/HvfdaWeGQIdF3KNy0yZo0jBljewt17myBzWefWeZ05Ur7+yIihXvvPVs716lT0DMRSUkKdCT9hNc2KNCJTrgRwaGHFv9cDz1km3AWlKm55RaoXNlKq5JVs2b2mHvn8li98449jh6d/zE33miPTzxR/OuB/Vm+/75lXxo0gH//G5o2tfU/BZUzr19v63zatbN9uy69FFassC6QDRta4wlQZzeRaGzbZttDnH22lf+KSNwp0JH0E16XoEAnOv/8Axs3xifQadHCSjSefDJyNmTCBFvT07+/lRkmq3CgM2NG8c6zerWVokH+QcYXX1g3pjvuiP8+GuFNREeNgqwsy8h06GCd5fLy3jo9/vYbvPaaHbNoke3nFd536Igj7O60Ah2Rwo0bZ9ltla2JJIwCHUk/FSrYBpQKdKKzYIE9Frd0LWzgQLuTOXDgruNZWbZ258AD4frr43OtRKle3RorFDfQGT3aSsauvNI2Bpw9e9fnt2+3FumHHgo33VS8a+XHOeja1a49eDDMmWNNIHr3hoULc4579lnLAj30EFx0kWV26te37FtYmTLQurUCHZFovPkm7LNP8cpRRaRACnQkPdWurUAnWuH1FvHI6ICVOF1+Obz00q4d1d54w0rBHn541zfPyap58+IHOu+9Z2vG7r7bvs7breyZZ6yRxqBBiS9tKV/eWq7Pn2+b7Y4ZA4cfDjfcYN3lbrzRytUKC7jatLGW93m7HIpIjlmz7MbB5Zdr3ymRBFKgI+lJgU705s+3O/X168fvnAMGWIeu006D+++HDRus9fFxx1kmoTRo3tx+Nhs2xPb6Vaus41LPntax7Nhjdw101q2zBgSdO9vPqaRUq2bZtvnzrVveM8/Yju0HHmgla4V1U2vTxsrcpkwpkemKlEp33GFlnrfdFvRMRFKaAh1JTwp0ordggb3JjbWlcST77WcL4fv0gbvusu5qy5fb2p3S0pa4WTN7Qz9rVmyv/+ADK9fr2dO+PvNM+OEH+zmA7Vu0Zo0FgkGoXRteecX27LnySls7tffehb/u2GMtMFb5mkhkkyZZA49bb7UyWBFJGAU6kp5q17bF8NG21E1n8+fHr2wttz32gNdft7Ufy5bZgtxw167SoHlze4y1fO299+znGm5scOaZ9vjxx5btefJJ27eoZcviz7U4mjSBF16IvtV3tWrWwU2BjsjuvLcszgEHQL9+Qc9GJOUp0JH0VLu2bdT4zz9BzyT5LVgQv0YEeTkH11xji96HDUvMNRKlTh2oUSO2QGfFCvjqK8vmhDNYTZpYeeBHH8Fjj1mnuwED4jrlEtOmDXz/vWWsRCTHJ5/YPlT33GM3e0QkoRToSHpK9r10/vor6BmYNWssu5CIjE5u9eqVvn0knLOsTix76eQtWwuf74wzrJ30s8/CeefBkUfGb74lqU0bC9TydpETSWcLF9o+YQ0b2h5UIpJwCnQkPSVzoPPVV1bW8OWXQc8k/q2lU03z5vZmfseO6F+zYgU88IA1Y2jadNfnzjwTtm619tv33BPfuZYkbRwqkuOPP2yd22GHWRv5QYPUaU2khCjQkfSUzIHO88/b45Ahwc4DcgKdRGd0SqtmzWyvm19+ie74nTutq9zff9v6pLyNF44/3jZKvfxyu+tbWtWvbxvzjhun8jVJXytW2N5ghx4KQ4fCv/9tv1NPPTXomYmkjXJBT0AkEPvtZ52hki3QWb7cWgxXqWKbSa5ZE2xXnvAeOoccEtwcklm4IcF110GHDpalOeIIaNQocile//6WsXvttchNBipUgF9/hapVEznrxHPO9tx56SV7k3fttXDZZdZOVyTVrV0LTzxhnRO3bLE27ffcE98W/SISlZgyOs65A5xzJzvnqsV7QiIlolw5u3OebIHOa6/ZXf9XX7VMwTvvBDufBQusjK5KlWDnkawaNYKLLoKlS61xQK9eVo62xx723NlnW3Dz+uu2H83jj8NVV9lr8lO9emqUtTz3HIwcaeuvbrwR6ta1LlO//Rb0zEQSY9MmeOghuzF0//3QpYttnvvf/yrIEQmI894XfpBztYAR3vv2zrlGwCvAl8BZQCvAA6OAfYBXvfdDnXPl844VdI2MjAyfmZlZrG9GpEgyMiyzM3Zs0DMx2dlWrnTggXbXv1kzywr88ENwczr+eHv85pvg5lBabNkCc+daRubXX62c7ddfYd68nDbmbdvan2089yQqDaZPt3UJb79tP4vTT7cs2Iknlp59k0Tys22bZS8ffNDKUk8/3TbdDbeOF5G4cs5N895nRHNsoRkd51x1YBgQvqXbFLjEe38fsBA4GLgWmOa9bwt0D2V6Io2JJI9k2zT0q6+sK0/fvvbm7+KLYepUuyMYlES2lk41lSvbG5tzz7XszogR9me3ebMFPJ9+Cp99ln5BDkCLFtY+/PffbYPY77+Hk0+27Nerr1qQKFLa7Nxpm+o2bGiBe+PG1oDjo48U5IgkiWhK17KAXsB6AO/9CGCJc64LUB2YD3QA3gsd/w2Qkc/YLpxzfZ1zmc65zBUrVsT+XYjEItkCnSFDYN99oWtX+7pPHyuxe+21YOazaZP9fNSIoHjKl4fDD4fOnUv/2pvi2n9/uO8+C3iGDrV1cpdfbt2oxo8PenYi0cnOtuzkEUfAFVfY/yXjx9vNqtatg56diORSaKDjvV/vvV+XZ7gq0BNYgpWtVQH+DD23GqiVz1jecw/x3md47zNq1qwZ23cgEqvata0rzvbtQc/ENi4dPdoWrVaqZGP77Wc13m+8kVP6VJIWLrRHBToSb5UqwSWX2B5E48fbGrCOHW390saNQc9OJDLv4cMPLVtz3nm2Fm/MGPjuOzjppKBnJyIRxNSMwHu/1nt/EVAeOAbYCFQOPV01dN5IYyLJI9xiOhk25xw2zPZiueKKXccvvthqvj//vOTnpD10JNGcszeI06dbG94XX7Q3kStXBj0zkRze20a+rVpZg5GtWy2jM2OGbfKrdWYiSavIwYdz7gXnXGiFMnsDa4FpQLvQ2NHA4nzGRJJHsuyl4z28/DK0b2+lELmddpp1h7v22pxWzyUlfD0FOpJolStbO97PPrMAe/jwoGckYr791ppmnHKK3RR79VVrNNK7t5VeikhSi+Vf6aPAg865icAP3vu5WLOC+5xzg4DGwJR8xkSSR7IEOv/7n7XczZvNAVu4/tFHsH49tGsHP/5YcvNasAD22SfYfXwkvZxyimV0FOhI0GbMsNLhtm2tmcgzz1gHxUsvtbWTIlIqRB3oeO87hB4Xee/bee/be+8HhsaWAB2BycDJ3vusSGNxn71IcSRLoDNkCOy9N3TvHvn5Y46BSZNsUfsJJ9jnibZtG0ycaN2ERErSeefBlCk5pZPFkZ0N06bZo0g0fv0VevSwToHffQcPP2x/F6+9NvImwCKS1OKWd/XeL/Pev5e7cUGkMZGkUaOG3ZkLMtBZudI2VbzwQivfyc/hh8Pkyda1qnPnxGZ2vIerr7bWyLfemrjriETSu7c9vv127Ofw3ta1tWhh+2Xdfnt85iapa9EiWxPZpImVUN59t43deqs2TBYpxVRgKumrTBk44IBgA53XX7eub5HK1vI68ECYMAH22gvOOss6tSXCiy9aHfodd+S0uhYpKfXq2Ua1b71lAUtRTZtmHdw6d7aSzy5d4JFHbF8jkbyWLbNuf4cdBu++CzfcYB0n77vPfteKSKmmQEfSW5B76YSbELRubXcRo3HAAdbe9O+/rdQt3q2xJ02Cfv2sCcJ998X33CLROu88mDNn18zlwIEWtOTXkW3hQntdRoa9btAgO8fIkdYt6+KLbRG5CNjfo5tvtmYrL79s+znNnw+PPw7a7kIkZSjQkfQWZKAzaZK9EYsmm5NbRoZttjhxIlxzTWx3vSNZvdqCp4MPtrvpZcvG57wiRdW9u5WVhpsSPPqolRKNHWtNOX7/PefYFStsV/rDD7e9qO64w96w9utnzTwqVrRsTtWq1hp4nSqpE2brVltf9fzzlkVLxrVR69bBPffAIYfAk09Cz54wdy4MHgx16gQ9OxGJM7UOkfRWuzZ8/XUw1x4yBPbc0/6jLapzz4XZs+HBB+Goo2yhbHE98IC9afzsM2uOIBKUffe10rO334ZGjWydRK9ecOWVFqy0aWNBzeef2xvqTZvgssvg3ntzmozkVqcOvP++tQnu1cs2eaxQocS/rZSyY4f9DsrMtI+pU+Gnn3bd3LhFCysjTAZbt1rntEcesZs63brBgAHQuHHQMxORBFJGR9Jb7dqwZg1s2WJf79y563/UibJ6tb3xOv/82Be6DhwIZ55pNeXjxxdvPosWwXPPWXlPs2bFO5dIPJx3Hvzxh2U8TznF1rN16ADffANZWdaN8M474V//sjfYQ4ZEDnLC2re39Weff25/z5Mx25Ds/vrLMmWtWkG1ahbI9O0L771nwenNN1up4Pz51pp+6NCgZ5xj4EALmI87ztZxjRihIEckDeAgt8EAABdlSURBVCijI+kt/MZo+XLYuNHaimZlwRtv2NqZRHnzTWvhXNSytdzKlLHztGlj8/7hh9jbQd9+u5WqDRgQ+3xE4unMM20Pp8MOg1GjcjIwTZvaJo6PPGI3Ctq1K/g8uV12mWUt+/e3rouDBiXvrvavvWYlVpdcAv/5j2V/E2XnThg3zm54LFliP6N77oH69Xc9rl8/y6S1bm1lsxkZFnAecsjuP8c+fSz4XL3agp6gffONBWhjxwY9ExEpSd77pPho2bKlFylxn3/uPXj/7397X6mS9wcc4P1BB3lfpoz3d9/t/fbt8b9mdrb3Rx7p/THHxOd8Cxd6v+++3h9+uPdr1xb99T/8YD+DO++Mz3xE4mXZMu+3bYvvObOzvf/Pf+zv/IAB8T13PGRnez9woM2vfn17rFHD+yee8P73373fsSP+17zhBrsOeF+hgvflynl/zjm7HjNnjvfOed+/f3TnnDHDzvfcc/kfk5npfYsW9ju3Zk3vq1Xz/uijvb/ySu+HDfN+3jz7eRTXzp3eV6ni/TXXFP9cIhI4INNHGV+odE3SWzij89JLdmd4xgzr2HT++ZbdaN8efvstvtf8/nvbo6Zv3/ic7+CDrQxj/ny7u/rGG9GX33kPN90E++0Ht9wSn/mIxMsBB8R/LY1z8Nhj9m/87rvt33yy2LnT1iHddRdccIEtkp86FZo3hxtvtBbzlSrBQQfBGWdYB8bc/9ZXrbLfBUXpLrd+vXUd697dMttbtlhJ4KhR9rsq7JFHrLHD9ddHd95mzWze+ZWv7dhhJYR//mkbIXfrZtmrmjWtGcpFF9n6rP32s+/1wQetvf7GjdF/b2Hz5tk6rpYti/5aESndoo2IEv2hjI4EYvNm71u39v7ee+2uX27vvut99ep2J/Dll+NzZ9F77y++2PuqVb3fsCE+5wv77DPvmza1u6gNGng/dGjhGanhw+34wYPjOxeRZLdmjff77ON9p05Bz8Rs3Oj96afbv8f+/Xf/ffP9996/9JL3d9zh/QUXeF+njh1bt673/fp5366dZaLB+7Jlvb/++ugyvM88Y6+ZMiVnbMMG72vV8r59e5vHkiWW5bn22qJ9T+Fzz5y5+3OPPWbPjR69+3M7d3o/a5Z9vxdf7P1hh+VknMqU8b5ZM++//DL6ebzxhr121qyizV9EkhJFyOgEHuCEPxToSFJautT7k06yfypnneX9P/8U73xr1nhfubL3ffvGZ355ZWXZG4cWLXJKX4YMiVz+8/XX3lesaIFeIkr0RJLdE0/Yv5Px44Odx99/e3/ssfYmPtqbDjt2eP/BB96fcoqVlDVv7v1dd3n/zTdW+uWc9/vv7/2bb+Z/kyYry/tGjezaeQ0ebD+bjz6yAKdcOQt4imLlSiuFu+66XceXLPF+jz28P+OM6M+1apX3n3xiJbYHHWS/27Zuje61119vv3cTUfYnIiVOgY5IPGVlef/kk/Yfdq1a3o8dG/u5nnvO/tllZsZvfpFkZ3v/8cf2Bga8r1fP3riE3xjMmOH9nnt6f8QR9mZEJB1t2eL9gQd637Kl/TsPwm+/WQa2cuXI2Y1oRLpRMXWqrQME748/3vufftr9mPAaxTfeiHzORo3so1Il7y+5JLa59expawhzByVnn23f76JFsZ0zPO9Bg6I7vn1771u1iu1aIpJ0ihLoaI2OSGHKlLEWzlOnWv34aafZvjXhltTR8t66EDVvnvhacedsF/nvv7d9cerVg6uusl3AH34YTj3Vujh9/rm1hRVJR5UqWdvhcLvhsI0bYfv2xF//hx+sa+LatfDll3DWWbGdp3z53ccyMuzf/5Ahtt9Ns2a2zmf9+pxjnn3W1sD06BH5nA8+aOtbtm2z1syxuPRSWzt0yinWqe3GG61z2913797VLVodO9qeSPffDxs2FHxsdratw9L6HJG0pEBHJFpNm1qwc8MNtudMUTf6nD4dZs2KXxOCaDgHnTrBpEn2RurQQ6217vbt1k62Xr2Sm4tIMurTB5o0sRbrDz0Exx9vG+bWqwdPPgmbNyfmuh9/bHsAVa1q7bIT0c6+TBlrYT93rgUcTz0Fhx9uG7EuXAiffGK/jypWjPz6c86xoOKSS6zNdyxOPtkaGKxfb+3wn3zSft7/+U/s35dz9me1YoWdryDz5lngqkBHJC05ywAFLyMjw2dmZgY9DZHo3HwzPP20bTZatWp0rxk0yP7DX7bMukkF5fvvbV+LRo2Cm4NIMvnkEzj9dPu8eXO7OZCZaRvx7r8/3HabBQSVK8fnei+/bN3Vmje3a9eqFZ/zFmbKFLj6astg1ahhmaTFi6FOnZK5PtjvzEqV4vOz7N7dstILFlhmKpLhwy2Y/fFHu1klIqWec26a9z4jmmOV0RGJRadO1tZ10qToXzNjhr2hCTLIAds0T0GOSI4uXWDyZLsJMX26ZQu++MI2mTziCLtB0aCBlXpt3Vq8a332mQVNnTrB11+XXJADcNxxFuy88IJtjNynT8kGOWCbwMYrYLz/fsu4PfBA/sdMm2aBVePG8bmmiJQqCnREYtGmjdWwf/VV9K+ZPt3u4IpI8mnTZvebEO3b27/xCROgYUPo18/KPwcPtnUrsRg50tbHjR4dfTY4nsqWtWzSX3/BK6+U/PXj6fDD4fLL4fnnLaCJZNo0OPpoKFeuZOcmIklBgY5ILPbYw2rqJ0yI7vitW20TPwU6IqVPhw6WffnyS1tAf/XVFvi89FLRmhZ4bxmdjh3jvxFqUVWokBpv/h9+2LJiF120e/CZnW03mLQ+RyRtKdARidWJJ9p/omvWFH7s7NlWKtKiReLnJSLx55z9m5840Rp51K1rmZFGjSwzsmNH4ef45Rf44w/o3Dnx800X1avbz//nn+Hee3d9bv5868qmQEckbSnQEYnViSfaHcNvvin82Bkz7PH/tXf3wVZV9xnHvw/yokRBjAhNixaCWiSotTTWiC8wGmKrVg3VmnQGRhsyOpo4HTPaKLbatEmZlkDBmiHBRI3iSwxJjAmkkUBTolYondjEVCY1DsWo4BvVQVH49Y+1rh6uF8R7OXsvzn4+/1zY9wA/9jPn7vPba+21PKJjtneT0ojMqlXw/e+n0YRPfCKtSnbzzbtueJYuTV+nTq2m1qY44wy4+GKYPTs9g9SlazqbGx2zxnKjY9Zbxx+fHqptfU7n1VfTRXfJkh1fu3Ztmpc/enS1NZpZe0hpZOahh9LKaQcdlD5sjxsHt9ySFivpbulSGD/ey7q3w5w5aWGF6dPTCmsRqdEZNMgLEZg1mBsds94aOBAmTdrxOZ25c9OHmfnzd3zt2rVpw75+fsuZdRQpbSL8yCPwne+kGxozZqQP110juQCvvJJGfz1trT2GDIGvfQ2eeCL9rD3iCLjrrrQQQU8bqppZI/hTl1lfTJkCjz4Kzz4LzzyTdhIfNAhWroRNm9Jrtm1Ldxg9bc2sc0lw1llpFGHJkrRJ5YwZb43srFiRFi5wo9M+U6bA+vWwcCGMGQO//nXalNXMGsuNjllfTJmSvq5YAbNmwZYtadrK9u3p7i6kXcm3bHGjY9YEEpxzDixYAD/9aVr6GNJI7+DBaRTY2ueQQ9IzU8uWwebNu95jx8w6nhsds7447rg0ZWLBgrTyz2WXwfnnpyVov/nN9Jqu6Stecc2sOc49Ny06MGtWGllYtiyNLuy7b92VNcfgwWnfIDNrLDc6Zn3Rvz+cfHJacnbYMLjuunRH97zz0s7qmzenRmfQoLS5nZk1g5Se1XvtNbjwQli3ztPWzMwq5kbHrK+6pq9df31qdiA1Olu3ptWY1q6FCRP8QKxZ0xx+OFx1VXpmD9zomJlVrAO2RTar2UUXpRGbmTPfOnbCCTByJNx7b2p0pk2rrz4zq8/VV8Ntt6XR37Fj667GzKxR3OiY9dXQoXDppTse69cvzdH/8pfTqkteiMCsmQYPhgceSFPYzMysUp66ZtYu55331tKybnTMmmvMmLSRqJmZVcqNjlm7nHJKemanXz84+ui6qzEzMzNrlN1qdCSNkPTj/OtDJa2QtFzSQiUDJN0naZWki/Lr3nbMrFEGDIDp01PDM3hw3dWYmZmZNco7NjqShgG3AO/Jhz4JXBIRU4BRwATgcmBNRJwITJN0wE6OmTXLnDmwfHndVZiZmZk1zu6M6GwDLgA2A0TENRHxWP7ee4FNwKnA3fnYvwITd3JsB5JmSlotafXGjRt7+V8wK5hUdwVmZmZmjfSOjU5EbI6Il7ofl3QB8LOIeIo02rMhf+t5YMROjnX/uxdGxMSImDh8+PBe/hfMzMzMzMx21KvFCCSNAa4ErsiHXgb2y7/eP/+9PR0zMzMzMzNru3fdfORndhYDF7WM9KwBJuVfHwP8aifHzMzMzMzM2q43G4ZeDRwKzFd6/uCvSIsVfE/SScBRwMOkaWvdj5mZmZmZmbWdImLP/EXS+0gjOMu6Rnp6OrYzEydOjNWrV++RWszMzMzMrPNIWhMRb1vkrCe9GdHpUV6U4O53OmZmZmZmZtZuXiDAzMzMzMw6jhsdMzMzMzPrOHvsGZ2+krQReLKCf+pg0ianVgbnUTbnUx5nUi5nUzbnUw+f97LtjfkcFhG7tQFnMY1OVSSt3t0HmKz9nEfZnE95nEm5nE3ZnE89fN7L1un5eOqamZmZmZl1HDc6ZmZmZmbWcZrY6CysuwDbgfMom/MpjzMpl7Mpm/Oph8972To6n8Y9o2NmZmZmZp2viSM6ZmZmZmbW4dzomJmZmZlZx3GjY2ZmZmZmHadjGx1J76m7Bns7Saq7BuuZsymLpKH5q3MpkHMpl6SRddfQJJIGShopaULdtdjOSRqfv3bsZ/+edNx/VtKJku4CZks6ru56mk7ShyR9XdKnJY0Mr35RFEkHSPqMpH7OpgySTpK0GJgnaVxEhD9Ul0HSfpI+L2kfv1/Kk683dwA3STql7noa5BzgcuAuSSfXXYy9naQxwNfz57DtTWp2Ouo/KmkgMBP4KvAfwJWS3ltvVY03E1gJPA9cK+mgmuuxHY0D/hg4E3yXum6SBgGXAIuAtcBcAH+oLsZI4GxgBjTvzuheYCZwB7CY9MHb2kzSAOCjwJ3AXwPTai3IdmYccBDp+kJEbK+3nOp0xA9pSafnbvVgYERELI2IRcD7gPH1Vtc8OQskDQe2Aksi4jbgWWBq15Qcq0dLPgOA0cCPgHMljfAH6np0ZQIcATwdET+MiHnA65IOq7G0xsvXl8Pzb0cDtwEfl3RovjPqmwM16spH0gHA+oj4bkTcDRwo6QN119ep8nkfC2wH7o2IR4EXgaMk/U691Vm3n1sATwE3Ah+UdGp+zT511Fa1vbrRkTRM0nLSHem5wCBgiKQrJU0C1pOaH6uIpNOBBQARsREYQboDCnA/8Huku6JWg275vA78OCJmAY8AF9VZW1PlTG4EyB8WbsjHjwRejIgnayyvsVquL2cD/yjpWGBdRHwBuAe4GjzaVpfu+QCjgHn5ewcD/wusq6/CztTtvM8BjgJ+kL89FPg58Bf5/WIV6+HnVtcjHMcCr5JGOi9r0vNUe3WjA7wBPBERl5E+vE0i3W3rTxrNORII8JScKuS7A6cCIyV1TRv4W+Di/AzImnzsjPx6Z1KhnM9kUj6X5sPP5K/3AaMlHZNf62wq0PKeGdGSyUv564ukn3FIGiWpf/UVNlrX9eVy0gfoU4DDASLiJmBUvqHmKWz16J7PR0jTcyC9hw6IiNckHeYp03tU63mfC5wGHAMQEfdExKeAp4E/AF9LatA9n8mSJgKPAr8EtgHHAV+MiG1NGNXZ2384HwYMkHQg8MN8LIBFeeh6EbA/+K5bu+VGZhup0fwwaSrUyIj4d9LzUrMkjSBNX5sAzqRKLfncCkwFpkkann/QKSLWAw8AnwJnU4Ue3jNdmXSd+98FhkmaBdwEDKup1Kbqur4MJU3v3ASMb5lK+CXSjZxGzXcvSOv1/0ekmzbHSPoN4Ghgf0k3AP8MDKmvzI7Tet5XkK7px+bpg2fm6WzDyDeZfS2pXPd8niaN5vwZ8DnSKNxC0o008jWoo+1VjY6SN2uOiP8iNTKn5QvNI8AY0mgOpOdzHq280IZozaPlQv9cRGwClgGfzceuBTYC3yDdEZ1bda1NtIt8NtKST8uFaCnwrcoLbZB38Z4BGEu687YVODfnZm2yi+vL6TmrNcBvAgfm798PLMh/znet22w3rv9rgENJD1yPIjU7W4BzIuJX1VfcGXbzvA8nTVN/P2ka4cvAV2oot3F2I5+1pMcFvk1apOPCPP32T+qotw4qvdmWNBnYLyK+1+34WcCHgA3AFODTEbFeaWnJf4mIr0raLyK2VF9159pFHmcA55JG0x7Ox+4H/i4iVuXfH0S68Lzquzzt0Yt8PhcRD+ZRHWfSBr19z+RpUU/m0TZrg3yOB0bE8m7Hd3Z9uR1YFhG3Vl9t8/Qin8Wk56ceIn2+2VB1zZ2gF+f9TuC+iLhd0r4R8Wr1VTdHX/LJr9unCSM5XYqd85071H8i3ZXZIOkDETFbacOjK0h3EOZHxAOS3gAukfR+0p2EdQBucvac3cxjXkQ83PKh+XbSspOrACLi+ZrK73h9yGca8KCbnD2vj5msioh/q634Dpefd5pHGjV7SdJJEXG90ipFV5EWsdnZ9eV/aiu8IfqQzyvAMxHxVG3F78X6+L54EsBNTvv0IZ//I+eTrzWNaXKg4EYHGEyac3sqaSh6CTCbtDLUwxHROiz6FeAQ0uprjwM/qbTSZng3eQAQEXeQ9jSw9nM+5XEm5RoObI2IqXmk+RalZzv+HFgdEV9qea2vL9XrSz4PVl5t5/D7omx9zqeJNzWLmrqmtOb9xyLis5KGAH8P/DfwHHACaQ77YxHxeH79Pi0PU5fzH+kQvc2jtoIbxvmUx5mUK2fz8Yj4S6Xlhx8irUL4FPBd4OaIuKfl9f0i75Pj60v7OZ96+LyXzfn0XWmLEYwlbcQ2ISI2k6Z9vER6sPCLwB+RNpzsr7dWLGpkh1qRXuVhlXE+5XEm5RoLfEzSMZEWf1hIyuQS0gpRz8Kb00PeXCzC15fKOJ96+LyXzfn0Ua2NjqRDJV2Qh94gTfVYAlwDEBGPkTagWhoR60gbgB0REW+El/Pc45xH2ZxPeZxJuXaRTddqg7Pzr28nTTE8Nh9/o4ZyG8f51MPnvWzOZ8+rrdHJw3HfID2oe42kDwLfjogr0rd1QX7p08AcSYuAz+B5oG3hPMrmfMrjTMr1Dtkg6XyAiHg8Il4AfgH8Z131No3zqYfPe9mcT3tU3uhI+qikT5J2Z/1FRFxD2pX9ROD388v+AZiRp3bcSVpNYjUwNiIWV11zJ3MeZXM+5XEm5Xq32bT80Z+R9mGzNnI+9fB5L5vzaa/KFiPI8wcX5d9uIc1bF/B50oZ4f0iaizg/Il6WdCPwQkRcW0mBDeM8yuZ8yuNMytXLbJ6LiOvqqLdpnE89fN7L5nyqUeWIznbglxExHbgBmAT8FukO5yukIbiBwG/n188Clvfw99ie4TzK5nzK40zK1ZtsVlRfZmM5n3r4vJfN+VSgykanH7ASINJmXj8nLY93pqSxpEAnk7paIuL56Lbrq+1RzqNszqc8zqRczqZszqcePu9lcz4VqGzD0LwixEoASaOA0RFxmqQ/Bf4GeAHYQNph19rMeZTN+ZTHmZTL2ZTN+dTD571szqcalTU6XfKDVK8DP5E0DjiStIneC8D6iHim6pqazHmUzfmUx5mUy9mUzfnUw+e9bM6nvSpbjGCHf1Q6G/gW8APgjoi4tfIi7E3Oo2zOpzzOpFzOpmzOpx4+72VzPu1TV6MzGTgemBMRWysvwHbgPMrmfMrjTMrlbMrmfOrh814259M+dTU6ijr+YeuR8yib8ymPMymXsymb86mHz3vZnE/71NLomJmZmZmZtVOVy0ubmZmZmZlVwo2OmZmZmZl1HDc6ZmZmZmbWcdzomJmZmZlZx3GjY2ZmZmZmHef/AYAEKAEr0SEjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_arbr('创业板指',n=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-02T09:13:28.651104Z",
     "start_time": "2019-05-02T09:13:27.495741Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_arbr('沪深300',n=250)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在股票市场上，多空双方的争斗都是从某一个均衡价位区（或基点）开始的。股价在这个均衡区上方，说明多方力量占优势；股价在这个平衡区下方，说明空方力量占优势。随着市场的进一步发展，股价会向上或向下偏离这一平衡价位区（或基点），股价偏离得越大，说明力量越大，偏离得越小，说明力量越小。因此。利用股票各种价格之间的关系，找到这个平衡价位区（或基点），对研判多空力量的变化起着重要的作用。而BRAR指标就是根据股票的开盘价、收盘价、最高价和最低价之间的关系来分析多空力量的对比，预测股价的未来走势的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
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}
